Comments (5)
yousongzhu
commented on August 15, 2024
@z362194037 ，Could you please provide more information?(such as your prototxt). It looks like a problem with your prototxt.
from couplenet.
z362194037
commented on August 15, 2024
I use resnet-50 to train the pascal07+12 and I use the train_agnostic_ohem.prototxt as you given .
compare to py-rfcn I only change the lib/fast_rcnn/train.py, solver_ohem.prototxt,test_agnostic.prototxt,
train_agnostic_ohem.prototxt.
Here is a part of my log
+ echo Logging output to experiments/logs/couplenet_end2end_ResNet-50_.txt.2018-05-04_10-19-12
Logging output to experiments/logs/couplenet_end2end_ResNet-50_.txt.2018-05-04_10-19-12
+ ./tools/train_net.py --gpu 0 --solver models/pascal_voc/ResNet-50/couplenet_end2end/solver_ohem.prototxt --weights data/imagenet_models/ResNet-50-model.caffemodel --imdb voc_2007_trainval+voc_2012_trainval --iters 110000 --cfg experiments/cfgs/couplenet_end2end_ohem.yml
Called with args:
Namespace(cfg_file='experiments/cfgs/couplenet_end2end_ohem.yml', gpu_id=0, imdb_name='voc_2007_trainval+voc_2012_trainval', max_iters=110000, pretrained_model='data/imagenet_models/ResNet-50-model.caffemodel', randomize=False, set_cfgs=None, solver='models/pascal_voc/ResNet-50/couplenet_end2end/solver_ohem.prototxt')
Using config:
{'DATA_DIR': '/home/gnss/py-R-FCN-master/data',
'DEDUP_BOXES': 0.0625,
'EPS': 1e-14,
'EXP_DIR': 'couplenet_end2end_ohem',
'GPU_ID': 0,
'MATLAB': 'matlab',
'MODELS_DIR': '/home/gnss/py-R-FCN-master/models/pascal_voc',
'PIXEL_MEANS': array([[[102.9801, 115.9465, 122.7717]]]),
'RNG_SEED': 3,
'ROOT_DIR': '/home/gnss/py-R-FCN-master',
'TEST': {'AGNOSTIC': True,
'BBOX_REG': True,
'HAS_RPN': True,
'MAX_SIZE': 1000,
'NMS': 0.3,
'PROPOSAL_METHOD': 'selective_search',
'RPN_MIN_SIZE': 16,
'RPN_NMS_THRESH': 0.7,
'RPN_POST_NMS_TOP_N': 300,
'RPN_PRE_NMS_TOP_N': 6000,
'SCALES': [600],
'SVM': False},
'TRAIN': {'AGNOSTIC': True,
'ASPECT_GROUPING': True,
'BATCH_SIZE': -1,
'BBOX_INSIDE_WEIGHTS': [1.0, 1.0, 1.0, 1.0],
'BBOX_NORMALIZE_MEANS': [0.0, 0.0, 0.0, 0.0],
'BBOX_NORMALIZE_STDS': [0.1, 0.1, 0.2, 0.2],
'BBOX_NORMALIZE_TARGETS': True,
'BBOX_NORMALIZE_TARGETS_PRECOMPUTED': True,
'BBOX_REG': True,
'BBOX_THRESH': 0.5,
'BG_THRESH_HI': 0.5,
'BG_THRESH_LO': 0.0,
'FG_FRACTION': 0.25,
'FG_THRESH': 0.5,
'HAS_RPN': True,
'IMS_PER_BATCH': 1,
'MAX_SIZE': 1000,
'PROPOSAL_METHOD': 'gt',
'RPN_BATCHSIZE': 256,
'RPN_BBOX_INSIDE_WEIGHTS': [1.0, 1.0, 1.0, 1.0],
'RPN_CLOBBER_POSITIVES': False,
'RPN_FG_FRACTION': 0.5,
'RPN_MIN_SIZE': 16,
'RPN_NEGATIVE_OVERLAP': 0.3,
'RPN_NMS_THRESH': 0.7,
'RPN_NORMALIZE_MEANS': [0.0, 0.0, 0.0, 0.0],
'RPN_NORMALIZE_STDS': [0.1, 0.1, 0.2, 0.2],
'RPN_NORMALIZE_TARGETS': True,
'RPN_POSITIVE_OVERLAP': 0.7,
'RPN_POSITIVE_WEIGHT': -1.0,
'RPN_POST_NMS_TOP_N': 300,
'RPN_PRE_NMS_TOP_N': 6000,
'SCALES': [600],
'SNAPSHOT_INFIX': '',
'SNAPSHOT_ITERS': 10000,
'USE_FLIPPED': True,
'USE_PREFETCH': False},
'USE_GPU_NMS': True}
2007 22222222
/home/gnss/py-R-FCN-master/data/VOCdevkit0712/VOC0712 11111111
Loaded dataset `voc_2007_trainval` for training
Set proposal method: gt
Appending horizontally-flipped training examples...
voc_2007_trainval gt roidb loaded from /home/gnss/py-R-FCN-master/data/cache/voc_2007_trainval_gt_roidb.pkl
done
Preparing training data...
done
2012 22222222
/home/gnss/py-R-FCN-master/data/VOCdevkit0712/VOC0712 11111111
Loaded dataset `voc_2012_trainval` for training
Set proposal method: gt
Appending horizontally-flipped training examples...
voc_2012_trainval gt roidb loaded from /home/gnss/py-R-FCN-master/data/cache/voc_2012_trainval_gt_roidb.pkl
done
Preparing training data...
done
66204 roidb entries
Output will be saved to `/home/gnss/py-R-FCN-master/output/couplenet_end2end_ohem/voc_2007_trainval+voc_2012_trainval`
Filtered 0 roidb entries: 66204 -> 66204
Computing bounding-box regression targets...
bbox target means:
[[0. 0. 0. 0.]
[0. 0. 0. 0.]]
[0. 0. 0. 0.]
bbox target stdevs:
[[0.1 0.1 0.2 0.2]
[0.1 0.1 0.2 0.2]]
[0.1 0.1 0.2 0.2]
Normalizing targets
done
WARNING: Logging before InitGoogleLogging() is written to STDERR
I0504 10:19:42.225042 4032 solver.cpp:48] Initializing solver from parameters:
train_net: "models/pascal_voc/ResNet-50/couplenet_end2end/train_agnostic_ohem.prototxt"
base_lr: 0.001
display: 20
lr_policy: "step"
gamma: 0.1
momentum: 0.9
weight_decay: 0.0005
stepsize: 80000
snapshot: 0
snapshot_prefix: "couplenet"
iter_size: 2
I0504 10:19:42.225083 4032 solver.cpp:81] Creating training net from train_net file: models/pascal_voc/ResNet-50/couplenet_end2end/train_agnostic_ohem.prototxt
I0504 10:19:42.230782 4032 net.cpp:58] Initializing net from parameters:
name: "ResNet-50"
state {
phase: TRAIN
}
layer {
name: "input-data"
type: "Python"
top: "data"
top: "im_info"
top: "gt_boxes"
python_param {
module: "roi_data_layer.layer"
layer: "RoIDataLayer"
param_str: "\'num_classes\': 21"
}
}
layer {
name: "conv1"
type: "Convolution"
bottom: "data"
top: "conv1"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 3
kernel_size: 7
stride: 2
}
}
layer {
name: "bn_conv1"
type: "BatchNorm"
bottom: "conv1"
top: "conv1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale_conv1"
type: "Scale"
bottom: "conv1"
top: "conv1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "conv1_relu"
type: "ReLU"
bottom: "conv1"
top: "conv1"
}
layer {
name: "pool1"
type: "Pooling"
bottom: "conv1"
top: "pool1"
pooling_param {
pool: MAX
kernel_size: 3
stride: 2
}
}
layer {
name: "res2a_branch1"
type: "Convolution"
bottom: "pool1"
top: "res2a_branch1"
param {
lr_mult: 0
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2a_branch1"
type: "BatchNorm"
bottom: "res2a_branch1"
top: "res2a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2a_branch1"
type: "Scale"
bottom: "res2a_branch1"
top: "res2a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2a_branch2a"
type: "Convolution"
bottom: "pool1"
top: "res2a_branch2a"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2a_branch2a"
type: "BatchNorm"
bottom: "res2a_branch2a"
top: "res2a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2a_branch2a"
type: "Scale"
bottom: "res2a_branch2a"
top: "res2a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2a_branch2a_relu"
type: "ReLU"
bottom: "res2a_branch2a"
top: "res2a_branch2a"
}
layer {
name: "res2a_branch2b"
type: "Convolution"
bottom: "res2a_branch2a"
top: "res2a_branch2b"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn2a_branch2b"
type: "BatchNorm"
bottom: "res2a_branch2b"
top: "res2a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2a_branch2b"
type: "Scale"
bottom: "res2a_branch2b"
top: "res2a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2a_branch2b_relu"
type: "ReLU"
bottom: "res2a_branch2b"
top: "res2a_branch2b"
}
layer {
name: "res2a_branch2c"
type: "Convolution"
bottom: "res2a_branch2b"
top: "res2a_branch2c"
param {
lr_mult: 0
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2a_branch2c"
type: "BatchNorm"
bottom: "res2a_branch2c"
top: "res2a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2a_branch2c"
type: "Scale"
bottom: "res2a_branch2c"
top: "res2a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2a"
type: "Eltwise"
bottom: "res2a_branch1"
bottom: "res2a_branch2c"
top: "res2a"
}
layer {
name: "res2a_relu"
type: "ReLU"
bottom: "res2a"
top: "res2a"
}
layer {
name: "res2b_branch2a"
type: "Convolution"
bottom: "res2a"
top: "res2b_branch2a"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2b_branch2a"
type: "BatchNorm"
bottom: "res2b_branch2a"
top: "res2b_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2b_branch2a"
type: "Scale"
bottom: "res2b_branch2a"
top: "res2b_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2b_branch2a_relu"
type: "ReLU"
bottom: "res2b_branch2a"
top: "res2b_branch2a"
}
layer {
name: "res2b_branch2b"
type: "Convolution"
bottom: "res2b_branch2a"
top: "res2b_branch2b"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn2b_branch2b"
type: "BatchNorm"
bottom: "res2b_branch2b"
top: "res2b_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2b_branch2b"
type: "Scale"
bottom: "res2b_branch2b"
top: "res2b_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2b_branch2b_relu"
type: "ReLU"
bottom: "res2b_branch2b"
top: "res2b_branch2b"
}
layer {
name: "res2b_branch2c"
type: "Convolution"
bottom: "res2b_branch2b"
top: "res2b_branch2c"
param {
lr_mult: 0
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2b_branch2c"
type: "BatchNorm"
bottom: "res2b_branch2c"
top: "res2b_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2b_branch2c"
type: "Scale"
bottom: "res2b_branch2c"
top: "res2b_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2b"
type: "Eltwise"
bottom: "res2a"
bottom: "res2b_branch2c"
top: "res2b"
}
layer {
name: "res2b_relu"
type: "ReLU"
bottom: "res2b"
top: "res2b"
}
layer {
name: "res2c_branch2a"
type: "Convolution"
bottom: "res2b"
top: "res2c_branch2a"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2c_branch2a"
type: "BatchNorm"
bottom: "res2c_branch2a"
top: "res2c_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2c_branch2a"
type: "Scale"
bottom: "res2c_branch2a"
top: "res2c_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2c_branch2a_relu"
type: "ReLU"
bottom: "res2c_branch2a"
top: "res2c_branch2a"
}
layer {
name: "res2c_branch2b"
type: "Convolution"
bottom: "res2c_branch2a"
top: "res2c_branch2b"
param {
lr_mult: 0
}
convolution_param {
num_output: 64
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn2c_branch2b"
type: "BatchNorm"
bottom: "res2c_branch2b"
top: "res2c_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2c_branch2b"
type: "Scale"
bottom: "res2c_branch2b"
top: "res2c_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2c_branch2b_relu"
type: "ReLU"
bottom: "res2c_branch2b"
top: "res2c_branch2b"
}
layer {
name: "res2c_branch2c"
type: "Convolution"
bottom: "res2c_branch2b"
top: "res2c_branch2c"
param {
lr_mult: 0
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn2c_branch2c"
type: "BatchNorm"
bottom: "res2c_branch2c"
top: "res2c_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale2c_branch2c"
type: "Scale"
bottom: "res2c_branch2c"
top: "res2c_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res2c"
type: "Eltwise"
bottom: "res2b"
bottom: "res2c_branch2c"
top: "res2c"
}
layer {
name: "res2c_relu"
type: "ReLU"
bottom: "res2c"
top: "res2c"
}
layer {
name: "res3a_branch1"
type: "Convolution"
bottom: "res2c"
top: "res3a_branch1"
param {
lr_mult: 1
}
convolution_param {
num_output: 512
bias_term: false
pad: 0
kernel_size: 1
stride: 2
}
}
layer {
name: "bn3a_branch1"
type: "BatchNorm"
bottom: "res3a_branch1"
top: "res3a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3a_branch1"
type: "Scale"
bottom: "res3a_branch1"
top: "res3a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3a_branch2a"
type: "Convolution"
bottom: "res2c"
top: "res3a_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 0
kernel_size: 1
stride: 2
}
}
layer {
name: "bn3a_branch2a"
type: "BatchNorm"
bottom: "res3a_branch2a"
top: "res3a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3a_branch2a"
type: "Scale"
bottom: "res3a_branch2a"
top: "res3a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3a_branch2a_relu"
type: "ReLU"
bottom: "res3a_branch2a"
top: "res3a_branch2a"
}
layer {
name: "res3a_branch2b"
type: "Convolution"
bottom: "res3a_branch2a"
top: "res3a_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn3a_branch2b"
type: "BatchNorm"
bottom: "res3a_branch2b"
top: "res3a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3a_branch2b"
type: "Scale"
bottom: "res3a_branch2b"
top: "res3a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3a_branch2b_relu"
type: "ReLU"
bottom: "res3a_branch2b"
top: "res3a_branch2b"
}
layer {
name: "res3a_branch2c"
type: "Convolution"
bottom: "res3a_branch2b"
top: "res3a_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 512
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3a_branch2c"
type: "BatchNorm"
bottom: "res3a_branch2c"
top: "res3a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3a_branch2c"
type: "Scale"
bottom: "res3a_branch2c"
top: "res3a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3a"
type: "Eltwise"
bottom: "res3a_branch1"
bottom: "res3a_branch2c"
top: "res3a"
}
layer {
name: "res3a_relu"
type: "ReLU"
bottom: "res3a"
top: "res3a"
}
layer {
name: "res3b1_branch2a"
type: "Convolution"
bottom: "res3a"
top: "res3b1_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b1_branch2a"
type: "BatchNorm"
bottom: "res3b1_branch2a"
top: "res3b1_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b1_branch2a"
type: "Scale"
bottom: "res3b1_branch2a"
top: "res3b1_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b1_branch2a_relu"
type: "ReLU"
bottom: "res3b1_branch2a"
top: "res3b1_branch2a"
}
layer {
name: "res3b1_branch2b"
type: "Convolution"
bottom: "res3b1_branch2a"
top: "res3b1_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn3b1_branch2b"
type: "BatchNorm"
bottom: "res3b1_branch2b"
top: "res3b1_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b1_branch2b"
type: "Scale"
bottom: "res3b1_branch2b"
top: "res3b1_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b1_branch2b_relu"
type: "ReLU"
bottom: "res3b1_branch2b"
top: "res3b1_branch2b"
}
layer {
name: "res3b1_branch2c"
type: "Convolution"
bottom: "res3b1_branch2b"
top: "res3b1_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 512
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b1_branch2c"
type: "BatchNorm"
bottom: "res3b1_branch2c"
top: "res3b1_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b1_branch2c"
type: "Scale"
bottom: "res3b1_branch2c"
top: "res3b1_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b1"
type: "Eltwise"
bottom: "res3a"
bottom: "res3b1_branch2c"
top: "res3b1"
}
layer {
name: "res3b1_relu"
type: "ReLU"
bottom: "res3b1"
top: "res3b1"
}
layer {
name: "res3b2_branch2a"
type: "Convolution"
bottom: "res3b1"
top: "res3b2_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b2_branch2a"
type: "BatchNorm"
bottom: "res3b2_branch2a"
top: "res3b2_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b2_branch2a"
type: "Scale"
bottom: "res3b2_branch2a"
top: "res3b2_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b2_branch2a_relu"
type: "ReLU"
bottom: "res3b2_branch2a"
top: "res3b2_branch2a"
}
layer {
name: "res3b2_branch2b"
type: "Convolution"
bottom: "res3b2_branch2a"
top: "res3b2_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn3b2_branch2b"
type: "BatchNorm"
bottom: "res3b2_branch2b"
top: "res3b2_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b2_branch2b"
type: "Scale"
bottom: "res3b2_branch2b"
top: "res3b2_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b2_branch2b_relu"
type: "ReLU"
bottom: "res3b2_branch2b"
top: "res3b2_branch2b"
}
layer {
name: "res3b2_branch2c"
type: "Convolution"
bottom: "res3b2_branch2b"
top: "res3b2_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 512
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b2_branch2c"
type: "BatchNorm"
bottom: "res3b2_branch2c"
top: "res3b2_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b2_branch2c"
type: "Scale"
bottom: "res3b2_branch2c"
top: "res3b2_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b2"
type: "Eltwise"
bottom: "res3b1"
bottom: "res3b2_branch2c"
top: "res3b2"
}
layer {
name: "res3b2_relu"
type: "ReLU"
bottom: "res3b2"
top: "res3b2"
}
layer {
name: "res3b3_branch2a"
type: "Convolution"
bottom: "res3b2"
top: "res3b3_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b3_branch2a"
type: "BatchNorm"
bottom: "res3b3_branch2a"
top: "res3b3_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b3_branch2a"
type: "Scale"
bottom: "res3b3_branch2a"
top: "res3b3_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b3_branch2a_relu"
type: "ReLU"
bottom: "res3b3_branch2a"
top: "res3b3_branch2a"
}
layer {
name: "res3b3_branch2b"
type: "Convolution"
bottom: "res3b3_branch2a"
top: "res3b3_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 128
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn3b3_branch2b"
type: "BatchNorm"
bottom: "res3b3_branch2b"
top: "res3b3_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b3_branch2b"
type: "Scale"
bottom: "res3b3_branch2b"
top: "res3b3_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b3_branch2b_relu"
type: "ReLU"
bottom: "res3b3_branch2b"
top: "res3b3_branch2b"
}
layer {
name: "res3b3_branch2c"
type: "Convolution"
bottom: "res3b3_branch2b"
top: "res3b3_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 512
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn3b3_branch2c"
type: "BatchNorm"
bottom: "res3b3_branch2c"
top: "res3b3_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale3b3_branch2c"
type: "Scale"
bottom: "res3b3_branch2c"
top: "res3b3_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res3b3"
type: "Eltwise"
bottom: "res3b2"
bottom: "res3b3_branch2c"
top: "res3b3"
}
layer {
name: "res3b3_relu"
type: "ReLU"
bottom: "res3b3"
top: "res3b3"
}
layer {
name: "res4a_branch1"
type: "Convolution"
bottom: "res3b3"
top: "res4a_branch1"
param {
lr_mult: 1
}
convolution_param {
num_output: 1024
bias_term: false
pad: 0
kernel_size: 1
stride: 2
}
}
layer {
name: "bn4a_branch1"
type: "BatchNorm"
bottom: "res4a_branch1"
top: "res4a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4a_branch1"
type: "Scale"
bottom: "res4a_branch1"
top: "res4a_branch1"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4a_branch2a"
type: "Convolution"
bottom: "res3b3"
top: "res4a_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 2
}
}
layer {
name: "bn4a_branch2a"
type: "BatchNorm"
bottom: "res4a_branch2a"
top: "res4a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4a_branch2a"
type: "Scale"
bottom: "res4a_branch2a"
top: "res4a_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4a_branch2a_relu"
type: "ReLU"
bottom: "res4a_branch2a"
top: "res4a_branch2a"
}
layer {
name: "res4a_branch2b"
type: "Convolution"
bottom: "res4a_branch2a"
top: "res4a_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn4a_branch2b"
type: "BatchNorm"
bottom: "res4a_branch2b"
top: "res4a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4a_branch2b"
type: "Scale"
bottom: "res4a_branch2b"
top: "res4a_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4a_branch2b_relu"
type: "ReLU"
bottom: "res4a_branch2b"
top: "res4a_branch2b"
}
layer {
name: "res4a_branch2c"
type: "Convolution"
bottom: "res4a_branch2b"
top: "res4a_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 1024
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn4a_branch2c"
type: "BatchNorm"
bottom: "res4a_branch2c"
top: "res4a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4a_branch2c"
type: "Scale"
bottom: "res4a_branch2c"
top: "res4a_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4a"
type: "Eltwise"
bottom: "res4a_branch1"
bottom: "res4a_branch2c"
top: "res4a"
}
layer {
name: "res4a_relu"
type: "ReLU"
bottom: "res4a"
top: "res4a"
}
layer {
name: "res4b1_branch2a"
type: "Convolution"
bottom: "res4a"
top: "res4b1_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn4b1_branch2a"
type: "BatchNorm"
bottom: "res4b1_branch2a"
top: "res4b1_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4b1_branch2a"
type: "Scale"
bottom: "res4b1_branch2a"
top: "res4b1_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4b1_branch2a_relu"
type: "ReLU"
bottom: "res4b1_branch2a"
top: "res4b1_branch2a"
}
layer {
name: "res4b1_branch2b"
type: "Convolution"
bottom: "res4b1_branch2a"
top: "res4b1_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn4b1_branch2b"
type: "BatchNorm"
bottom: "res4b1_branch2b"
top: "res4b1_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4b1_branch2b"
type: "Scale"
bottom: "res4b1_branch2b"
top: "res4b1_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4b1_branch2b_relu"
type: "ReLU"
bottom: "res4b1_branch2b"
top: "res4b1_branch2b"
}
layer {
name: "res4b1_branch2c"
type: "Convolution"
bottom: "res4b1_branch2b"
top: "res4b1_branch2c"
param {
lr_mult: 1
}
convolution_param {
num_output: 1024
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn4b1_branch2c"
type: "BatchNorm"
bottom: "res4b1_branch2c"
top: "res4b1_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4b1_branch2c"
type: "Scale"
bottom: "res4b1_branch2c"
top: "res4b1_branch2c"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4b1"
type: "Eltwise"
bottom: "res4a"
bottom: "res4b1_branch2c"
top: "res4b1"
}
layer {
name: "res4b1_relu"
type: "ReLU"
bottom: "res4b1"
top: "res4b1"
}
layer {
name: "res4b2_branch2a"
type: "Convolution"
bottom: "res4b1"
top: "res4b2_branch2a"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 0
kernel_size: 1
stride: 1
}
}
layer {
name: "bn4b2_branch2a"
type: "BatchNorm"
bottom: "res4b2_branch2a"
top: "res4b2_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4b2_branch2a"
type: "Scale"
bottom: "res4b2_branch2a"
top: "res4b2_branch2a"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
scale_param {
bias_term: true
}
}
layer {
name: "res4b2_branch2a_relu"
type: "ReLU"
bottom: "res4b2_branch2a"
top: "res4b2_branch2a"
}
layer {
name: "res4b2_branch2b"
type: "Convolution"
bottom: "res4b2_branch2a"
top: "res4b2_branch2b"
param {
lr_mult: 1
}
convolution_param {
num_output: 256
bias_term: false
pad: 1
kernel_size: 3
stride: 1
}
}
layer {
name: "bn4b2_branch2b"
type: "BatchNorm"
bottom: "res4b2_branch2b"
top: "res4b2_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
param {
lr_mult: 0
decay_mult: 0
}
batch_norm_param {
use_global_stats: true
}
}
layer {
name: "scale4b2_branch2b"
type: "Scale"
bottom: "res4b2_branch2b"
top: "res4b2_branch2b"
param {
lr_mult: 0
decay_mult: 0
}
param {
```
continue
from couplenet.
z362194037
commented on August 15, 2024
I0504 10:19:43.787634 4032 net.cpp:165] Memory required for data: 4808969132
I0504 10:19:43.787637 4032 layer_factory.hpp:77] Creating layer loss_bbox
I0504 10:19:43.787643 4032 net.cpp:100] Creating Layer loss_bbox
I0504 10:19:43.787648 4032 net.cpp:444] loss_bbox <- bbox_pred_bbox_pred_0_split_1
I0504 10:19:43.787653 4032 net.cpp:444] loss_bbox <- bbox_targets_roi-data_2_split_1
I0504 10:19:43.787660 4032 net.cpp:444] loss_bbox <- bbox_loss_weights_ohem
I0504 10:19:43.787667 4032 net.cpp:418] loss_bbox -> loss_bbox
I0504 10:19:43.787747 4032 net.cpp:150] Setting up loss_bbox
I0504 10:19:43.787755 4032 net.cpp:157] Top shape: (1)
I0504 10:19:43.787760 4032 net.cpp:160] with loss weight 1
I0504 10:19:43.787766 4032 net.cpp:165] Memory required for data: 4808969136
I0504 10:19:43.787770 4032 net.cpp:226] loss_bbox needs backward computation.
I0504 10:19:43.787775 4032 net.cpp:228] accuarcy does not need backward computation.
I0504 10:19:43.787780 4032 net.cpp:226] loss needs backward computation.
I0504 10:19:43.787784 4032 net.cpp:228] silence does not need backward computation.
I0504 10:19:43.787789 4032 net.cpp:228] labels_ohem_annotator_detector_0_split does not need backward computation.
I0504 10:19:43.787794 4032 net.cpp:228] annotator_detector does not need backward computation.
I0504 10:19:43.787799 4032 net.cpp:228] per_roi_loss does not need backward computation.
I0504 10:19:43.787807 4032 net.cpp:228] per_roi_loss_bbox does not need backward computation.
I0504 10:19:43.787812 4032 net.cpp:228] per_roi_loss_cls does not need backward computation.
I0504 10:19:43.787818 4032 net.cpp:226] bbox_pred_bbox_pred_0_split needs backward computation.
I0504 10:19:43.787823 4032 net.cpp:226] bbox_pred needs backward computation.
I0504 10:19:43.787828 4032 net.cpp:226] ave_bbox_pred_rois_local needs backward computation.
I0504 10:19:43.787833 4032 net.cpp:226] psroipooled_loc_rois_local needs backward computation.
I0504 10:19:43.787838 4032 net.cpp:226] cls_score_cls_score_0_split needs backward computation.
I0504 10:19:43.787842 4032 net.cpp:226] cls_score needs backward computation.
I0504 10:19:43.787847 4032 net.cpp:226] conv/local_cls_score needs backward computation.
I0504 10:19:43.787850 4032 net.cpp:226] ave_cls_score_rois_local needs backward computation.
I0504 10:19:43.787854 4032 net.cpp:226] psroipooled_cls_rois_local needs backward computation.
I0504 10:19:43.787858 4032 net.cpp:226] global_bbox_pred needs backward computation.
I0504 10:19:43.787863 4032 net.cpp:226] global_cls_score needs backward computation.
I0504 10:19:43.787866 4032 net.cpp:226] conv_pool5_1_conv_pool5_1_relu_0_split needs backward computation.
I0504 10:19:43.787870 4032 net.cpp:226] conv_pool5_1_relu needs backward computation.
I0504 10:19:43.787873 4032 net.cpp:226] conv_pool5_1 needs backward computation.
I0504 10:19:43.787878 4032 net.cpp:226] conv_pool5_relu needs backward computation.
I0504 10:19:43.787883 4032 net.cpp:226] conv_pool5 needs backward computation.
I0504 10:19:43.787888 4032 net.cpp:226] roi_pool5 needs backward computation.
I0504 10:19:43.787892 4032 net.cpp:226] local_bbox needs backward computation.
I0504 10:19:43.787896 4032 net.cpp:226] local_cls needs backward computation.
I0504 10:19:43.787900 4032 net.cpp:226] conv_new_1_conv_new_1_relu_0_split needs backward computation.
I0504 10:19:43.787905 4032 net.cpp:226] conv_new_1_relu needs backward computation.
I0504 10:19:43.787909 4032 net.cpp:226] conv_new_1 needs backward computation.
I0504 10:19:43.787914 4032 net.cpp:228] bbox_inside_weights_roi-data_3_split does not need backward computation.
I0504 10:19:43.787917 4032 net.cpp:228] bbox_targets_roi-data_2_split does not need backward computation.
I0504 10:19:43.787922 4032 net.cpp:228] labels_roi-data_1_split does not need backward computation.
I0504 10:19:43.787926 4032 net.cpp:226] rois_roi-data_0_split needs backward computation.
I0504 10:19:43.787930 4032 net.cpp:226] roi-data needs backward computation.
I0504 10:19:43.787935 4032 net.cpp:226] proposal needs backward computation.
I0504 10:19:43.787941 4032 net.cpp:226] rpn_cls_prob_reshape needs backward computation.
I0504 10:19:43.787945 4032 net.cpp:226] rpn_cls_prob needs backward computation.
I0504 10:19:43.787950 4032 net.cpp:226] rpn_loss_bbox needs backward computation.
I0504 10:19:43.787955 4032 net.cpp:226] rpn_loss_cls needs backward computation.
I0504 10:19:43.787962 4032 net.cpp:226] rpn-data needs backward computation.
I0504 10:19:43.787969 4032 net.cpp:226] rpn_cls_score_reshape_rpn_cls_score_reshape_0_split needs backward computation.
I0504 10:19:43.787974 4032 net.cpp:226] rpn_cls_score_reshape needs backward computation.
I0504 10:19:43.787979 4032 net.cpp:226] rpn_bbox_pred_rpn_bbox_pred_0_split needs backward computation.
I0504 10:19:43.787986 4032 net.cpp:226] rpn_bbox_pred needs backward computation.
I0504 10:19:43.787989 4032 net.cpp:226] rpn_cls_score_rpn_cls_score_0_split needs backward computation.
I0504 10:19:43.787993 4032 net.cpp:226] rpn_cls_score needs backward computation.
I0504 10:19:43.787999 4032 net.cpp:226] rpn/output_rpn_relu/3x3_0_split needs backward computation.
I0504 10:19:43.788005 4032 net.cpp:226] rpn_relu/3x3 needs backward computation.
I0504 10:19:43.788009 4032 net.cpp:226] rpn_conv/3x3 needs backward computation.
I0504 10:19:43.788013 4032 net.cpp:226] res5c_relu needs backward computation.
I0504 10:19:43.788017 4032 net.cpp:226] res5c needs backward computation.
I0504 10:19:43.788022 4032 net.cpp:226] scale5c_branch2c needs backward computation.
I0504 10:19:43.788024 4032 net.cpp:226] bn5c_branch2c needs backward computation.
I0504 10:19:43.788028 4032 net.cpp:226] res5c_branch2c needs backward computation.
I0504 10:19:43.788031 4032 net.cpp:226] res5c_branch2b_relu needs backward computation.
I0504 10:19:43.788038 4032 net.cpp:226] scale5c_branch2b needs backward computation.
I0504 10:19:43.788041 4032 net.cpp:226] bn5c_branch2b needs backward computation.
I0504 10:19:43.788044 4032 net.cpp:226] res5c_branch2b needs backward computation.
I0504 10:19:43.788048 4032 net.cpp:226] res5c_branch2a_relu needs backward computation.
I0504 10:19:43.788053 4032 net.cpp:226] scale5c_branch2a needs backward computation.
I0504 10:19:43.788056 4032 net.cpp:226] bn5c_branch2a needs backward computation.
I0504 10:19:43.788059 4032 net.cpp:226] res5c_branch2a needs backward computation.
I0504 10:19:43.788064 4032 net.cpp:226] res5b_res5b_relu_0_split needs backward computation.
I0504 10:19:43.788069 4032 net.cpp:226] res5b_relu needs backward computation.
I0504 10:19:43.788071 4032 net.cpp:226] res5b needs backward computation.
I0504 10:19:43.788076 4032 net.cpp:226] scale5b_branch2c needs backward computation.
I0504 10:19:43.788080 4032 net.cpp:226] bn5b_branch2c needs backward computation.
I0504 10:19:43.788085 4032 net.cpp:226] res5b_branch2c needs backward computation.
I0504 10:19:43.788089 4032 net.cpp:226] res5b_branch2b_relu needs backward computation.
I0504 10:19:43.788094 4032 net.cpp:226] scale5b_branch2b needs backward computation.
I0504 10:19:43.788096 4032 net.cpp:226] bn5b_branch2b needs backward computation.
I0504 10:19:43.788100 4032 net.cpp:226] res5b_branch2b needs backward computation.
I0504 10:19:43.788103 4032 net.cpp:226] res5b_branch2a_relu needs backward computation.
I0504 10:19:43.788107 4032 net.cpp:226] scale5b_branch2a needs backward computation.
I0504 10:19:43.788111 4032 net.cpp:226] bn5b_branch2a needs backward computation.
I0504 10:19:43.788115 4032 net.cpp:226] res5b_branch2a needs backward computation.
I0504 10:19:43.788118 4032 net.cpp:226] res5a_res5a_relu_0_split needs backward computation.
I0504 10:19:43.788122 4032 net.cpp:226] res5a_relu needs backward computation.
I0504 10:19:43.788127 4032 net.cpp:226] res5a needs backward computation.
I0504 10:19:43.788132 4032 net.cpp:226] scale5a_branch2c needs backward computation.
I0504 10:19:43.788136 4032 net.cpp:226] bn5a_branch2c needs backward computation.
I0504 10:19:43.788139 4032 net.cpp:226] res5a_branch2c needs backward computation.
I0504 10:19:43.788143 4032 net.cpp:226] res5a_branch2b_relu needs backward computation.
I0504 10:19:43.788147 4032 net.cpp:226] scale5a_branch2b needs backward computation.
I0504 10:19:43.788151 4032 net.cpp:226] bn5a_branch2b needs backward computation.
I0504 10:19:43.788153 4032 net.cpp:226] res5a_branch2b needs backward computation.
I0504 10:19:43.788157 4032 net.cpp:226] res5a_branch2a_relu needs backward computation.
I0504 10:19:43.788163 4032 net.cpp:226] scale5a_branch2a needs backward computation.
I0504 10:19:43.788166 4032 net.cpp:226] bn5a_branch2a needs backward computation.
I0504 10:19:43.788170 4032 net.cpp:226] res5a_branch2a needs backward computation.
I0504 10:19:43.788174 4032 net.cpp:226] scale5a_branch1 needs backward computation.
I0504 10:19:43.788178 4032 net.cpp:226] bn5a_branch1 needs backward computation.
I0504 10:19:43.788182 4032 net.cpp:226] res5a_branch1 needs backward computation.
I0504 10:19:43.788187 4032 net.cpp:226] res4b22_res4b22_relu_0_split needs backward computation.
I0504 10:19:43.788190 4032 net.cpp:226] res4b22_relu needs backward computation.
I0504 10:19:43.788195 4032 net.cpp:226] res4b22 needs backward computation.
I0504 10:19:43.788200 4032 net.cpp:226] scale4b22_branch2c needs backward computation.
I0504 10:19:43.788204 4032 net.cpp:226] bn4b22_branch2c needs backward computation.
I0504 10:19:43.788208 4032 net.cpp:226] res4b22_branch2c needs backward computation.
I0504 10:19:43.788213 4032 net.cpp:226] res4b22_branch2b_relu needs backward computation.
I0504 10:19:43.788218 4032 net.cpp:226] scale4b22_branch2b needs backward computation.
I0504 10:19:43.788223 4032 net.cpp:226] bn4b22_branch2b needs backward computation.
I0504 10:19:43.788226 4032 net.cpp:226] res4b22_branch2b needs backward computation.
I0504 10:19:43.788230 4032 net.cpp:226] res4b22_branch2a_relu needs backward computation.
I0504 10:19:43.788233 4032 net.cpp:226] scale4b22_branch2a needs backward computation.
I0504 10:19:43.788238 4032 net.cpp:226] bn4b22_branch2a needs backward computation.
I0504 10:19:43.788241 4032 net.cpp:226] res4b22_branch2a needs backward computation.
I0504 10:19:43.788245 4032 net.cpp:226] res4b21_res4b21_relu_0_split needs backward computation.
I0504 10:19:43.788249 4032 net.cpp:226] res4b21_relu needs backward computation.
I0504 10:19:43.788254 4032 net.cpp:226] res4b21 needs backward computation.
I0504 10:19:43.788257 4032 net.cpp:226] scale4b21_branch2c needs backward computation.
I0504 10:19:43.788261 4032 net.cpp:226] bn4b21_branch2c needs backward computation.
I0504 10:19:43.788264 4032 net.cpp:226] res4b21_branch2c needs backward computation.
I0504 10:19:43.788269 4032 net.cpp:226] res4b21_branch2b_relu needs backward computation.
I0504 10:19:43.788272 4032 net.cpp:226] scale4b21_branch2b needs backward computation.
I0504 10:19:43.788276 4032 net.cpp:226] bn4b21_branch2b needs backward computation.
I0504 10:19:43.788280 4032 net.cpp:226] res4b21_branch2b needs backward computation.
I0504 10:19:43.788285 4032 net.cpp:226] res4b21_branch2a_relu needs backward computation.
I0504 10:19:43.788290 4032 net.cpp:226] scale4b21_branch2a needs backward computation.
I0504 10:19:43.788293 4032 net.cpp:226] bn4b21_branch2a needs backward computation.
I0504 10:19:43.788297 4032 net.cpp:226] res4b21_branch2a needs backward computation.
I0504 10:19:43.788301 4032 net.cpp:226] res4b20_res4b20_relu_0_split needs backward computation.
I0504 10:19:43.788305 4032 net.cpp:226] res4b20_relu needs backward computation.
I0504 10:19:43.788308 4032 net.cpp:226] res4b20 needs backward computation.
I0504 10:19:43.788313 4032 net.cpp:226] scale4b20_branch2c needs backward computation.
I0504 10:19:43.788317 4032 net.cpp:226] bn4b20_branch2c needs backward computation.
I0504 10:19:43.788321 4032 net.cpp:226] res4b20_branch2c needs backward computation.
I0504 10:19:43.788326 4032 net.cpp:226] res4b20_branch2b_relu needs backward computation.
I0504 10:19:43.788329 4032 net.cpp:226] scale4b20_branch2b needs backward computation.
I0504 10:19:43.788332 4032 net.cpp:226] bn4b20_branch2b needs backward computation.
I0504 10:19:43.788336 4032 net.cpp:226] res4b20_branch2b needs backward computation.
I0504 10:19:43.788341 4032 net.cpp:226] res4b20_branch2a_relu needs backward computation.
I0504 10:19:43.788343 4032 net.cpp:226] scale4b20_branch2a needs backward computation.
I0504 10:19:43.788347 4032 net.cpp:226] bn4b20_branch2a needs backward computation.
I0504 10:19:43.788350 4032 net.cpp:226] res4b20_branch2a needs backward computation.
I0504 10:19:43.788354 4032 net.cpp:226] res4b19_res4b19_relu_0_split needs backward computation.
I0504 10:19:43.788359 4032 net.cpp:226] res4b19_relu needs backward computation.
I0504 10:19:43.788365 4032 net.cpp:226] res4b19 needs backward computation.
I0504 10:19:43.788369 4032 net.cpp:226] scale4b19_branch2c needs backward computation.
I0504 10:19:43.788375 4032 net.cpp:226] bn4b19_branch2c needs backward computation.
I0504 10:19:43.788379 4032 net.cpp:226] res4b19_branch2c needs backward computation.
I0504 10:19:43.788383 4032 net.cpp:226] res4b19_branch2b_relu needs backward computation.
I0504 10:19:43.788386 4032 net.cpp:226] scale4b19_branch2b needs backward computation.
I0504 10:19:43.788390 4032 net.cpp:226] bn4b19_branch2b needs backward computation.
I0504 10:19:43.788394 4032 net.cpp:226] res4b19_branch2b needs backward computation.
I0504 10:19:43.788398 4032 net.cpp:226] res4b19_branch2a_relu needs backward computation.
I0504 10:19:43.788401 4032 net.cpp:226] scale4b19_branch2a needs backward computation.
I0504 10:19:43.788408 4032 net.cpp:226] bn4b19_branch2a needs backward computation.
I0504 10:19:43.788410 4032 net.cpp:226] res4b19_branch2a needs backward computation.
I0504 10:19:43.788414 4032 net.cpp:226] res4b18_res4b18_relu_0_split needs backward computation.
I0504 10:19:43.788419 4032 net.cpp:226] res4b18_relu needs backward computation.
I0504 10:19:43.788424 4032 net.cpp:226] res4b18 needs backward computation.
I0504 10:19:43.788429 4032 net.cpp:226] scale4b18_branch2c needs backward computation.
I0504 10:19:43.788432 4032 net.cpp:226] bn4b18_branch2c needs backward computation.
I0504 10:19:43.788436 4032 net.cpp:226] res4b18_branch2c needs backward computation.
I0504 10:19:43.788439 4032 net.cpp:226] res4b18_branch2b_relu needs backward computation.
I0504 10:19:43.788444 4032 net.cpp:226] scale4b18_branch2b needs backward computation.
I0504 10:19:43.788447 4032 net.cpp:226] bn4b18_branch2b needs backward computation.
I0504 10:19:43.788450 4032 net.cpp:226] res4b18_branch2b needs backward computation.
I0504 10:19:43.788455 4032 net.cpp:226] res4b18_branch2a_relu needs backward computation.
I0504 10:19:43.788458 4032 net.cpp:226] scale4b18_branch2a needs backward computation.
I0504 10:19:43.788461 4032 net.cpp:226] bn4b18_branch2a needs backward computation.
I0504 10:19:43.788465 4032 net.cpp:226] res4b18_branch2a needs backward computation.
I0504 10:19:43.788470 4032 net.cpp:226] res4b17_res4b17_relu_0_split needs backward computation.
I0504 10:19:43.788473 4032 net.cpp:226] res4b17_relu needs backward computation.
I0504 10:19:43.788478 4032 net.cpp:226] res4b17 needs backward computation.
I0504 10:19:43.788483 4032 net.cpp:226] scale4b17_branch2c needs backward computation.
I0504 10:19:43.788487 4032 net.cpp:226] bn4b17_branch2c needs backward computation.
I0504 10:19:43.788491 4032 net.cpp:226] res4b17_branch2c needs backward computation.
I0504 10:19:43.788494 4032 net.cpp:226] res4b17_branch2b_relu needs backward computation.
I0504 10:19:43.788497 4032 net.cpp:226] scale4b17_branch2b needs backward computation.
I0504 10:19:43.788501 4032 net.cpp:226] bn4b17_branch2b needs backward computation.
I0504 10:19:43.788504 4032 net.cpp:226] res4b17_branch2b needs backward computation.
I0504 10:19:43.788508 4032 net.cpp:226] res4b17_branch2a_relu needs backward computation.
I0504 10:19:43.788512 4032 net.cpp:226] scale4b17_branch2a needs backward computation.
I0504 10:19:43.788516 4032 net.cpp:226] bn4b17_branch2a needs backward computation.
I0504 10:19:43.788522 4032 net.cpp:226] res4b17_branch2a needs backward computation.
I0504 10:19:43.788525 4032 net.cpp:226] res4b16_res4b16_relu_0_split needs backward computation.
I0504 10:19:43.788529 4032 net.cpp:226] res4b16_relu needs backward computation.
I0504 10:19:43.788532 4032 net.cpp:226] res4b16 needs backward computation.
I0504 10:19:43.788537 4032 net.cpp:226] scale4b16_branch2c needs backward computation.
I0504 10:19:43.788542 4032 net.cpp:226] bn4b16_branch2c needs backward computation.
I0504 10:19:43.788544 4032 net.cpp:226] res4b16_branch2c needs backward computation.
I0504 10:19:43.788552 4032 net.cpp:226] res4b16_branch2b_relu needs backward computation.
I0504 10:19:43.788555 4032 net.cpp:226] scale4b16_branch2b needs backward computation.
I0504 10:19:43.788559 4032 net.cpp:226] bn4b16_branch2b needs backward computation.
I0504 10:19:43.788563 4032 net.cpp:226] res4b16_branch2b needs backward computation.
I0504 10:19:43.788568 4032 net.cpp:226] res4b16_branch2a_relu needs backward computation.
I0504 10:19:43.788573 4032 net.cpp:226] scale4b16_branch2a needs backward computation.
I0504 10:19:43.788576 4032 net.cpp:226] bn4b16_branch2a needs backward computation.
I0504 10:19:43.788579 4032 net.cpp:226] res4b16_branch2a needs backward computation.
I0504 10:19:43.788584 4032 net.cpp:226] res4b15_res4b15_relu_0_split needs backward computation.
I0504 10:19:43.788589 4032 net.cpp:226] res4b15_relu needs backward computation.
I0504 10:19:43.788591 4032 net.cpp:226] res4b15 needs backward computation.
I0504 10:19:43.788596 4032 net.cpp:226] scale4b15_branch2c needs backward computation.
I0504 10:19:43.788600 4032 net.cpp:226] bn4b15_branch2c needs backward computation.
I0504 10:19:43.788604 4032 net.cpp:226] res4b15_branch2c needs backward computation.
I0504 10:19:43.788609 4032 net.cpp:226] res4b15_branch2b_relu needs backward computation.
I0504 10:19:43.788612 4032 net.cpp:226] scale4b15_branch2b needs backward computation.
I0504 10:19:43.788615 4032 net.cpp:226] bn4b15_branch2b needs backward computation.
I0504 10:19:43.788619 4032 net.cpp:226] res4b15_branch2b needs backward computation.
I0504 10:19:43.788624 4032 net.cpp:226] res4b15_branch2a_relu needs backward computation.
I0504 10:19:43.788626 4032 net.cpp:226] scale4b15_branch2a needs backward computation.
I0504 10:19:43.788630 4032 net.cpp:226] bn4b15_branch2a needs backward computation.
I0504 10:19:43.788633 4032 net.cpp:226] res4b15_branch2a needs backward computation.
I0504 10:19:43.788637 4032 net.cpp:226] res4b14_res4b14_relu_0_split needs backward computation.
I0504 10:19:43.788641 4032 net.cpp:226] res4b14_relu needs backward computation.
I0504 10:19:43.788645 4032 net.cpp:226] res4b14 needs backward computation.
I0504 10:19:43.788650 4032 net.cpp:226] scale4b14_branch2c needs backward computation.
I0504 10:19:43.788652 4032 net.cpp:226] bn4b14_branch2c needs backward computation.
I0504 10:19:43.788656 4032 net.cpp:226] res4b14_branch2c needs backward computation.
I0504 10:19:43.788661 4032 net.cpp:226] res4b14_branch2b_relu needs backward computation.
I0504 10:19:43.788666 4032 net.cpp:226] scale4b14_branch2b needs backward computation.
I0504 10:19:43.788669 4032 net.cpp:226] bn4b14_branch2b needs backward computation.
I0504 10:19:43.788672 4032 net.cpp:226] res4b14_branch2b needs backward computation.
I0504 10:19:43.788676 4032 net.cpp:226] res4b14_branch2a_relu needs backward computation.
I0504 10:19:43.788681 4032 net.cpp:226] scale4b14_branch2a needs backward computation.
I0504 10:19:43.788686 4032 net.cpp:226] bn4b14_branch2a needs backward computation.
I0504 10:19:43.788689 4032 net.cpp:226] res4b14_branch2a needs backward computation.
I0504 10:19:43.788693 4032 net.cpp:226] res4b13_res4b13_relu_0_split needs backward computation.
I0504 10:19:43.788697 4032 net.cpp:226] res4b13_relu needs backward computation.
I0504 10:19:43.788702 4032 net.cpp:226] res4b13 needs backward computation.
I0504 10:19:43.788707 4032 net.cpp:226] scale4b13_branch2c needs backward computation.
I0504 10:19:43.788710 4032 net.cpp:226] bn4b13_branch2c needs backward computation.
I0504 10:19:43.788714 4032 net.cpp:226] res4b13_branch2c needs backward computation.
I0504 10:19:43.788718 4032 net.cpp:226] res4b13_branch2b_relu needs backward computation.
I0504 10:19:43.788722 4032 net.cpp:226] scale4b13_branch2b needs backward computation.
I0504 10:19:43.788725 4032 net.cpp:226] bn4b13_branch2b needs backward computation.
I0504 10:19:43.788728 4032 net.cpp:226] res4b13_branch2b needs backward computation.
I0504 10:19:43.788733 4032 net.cpp:226] res4b13_branch2a_relu needs backward computation.
I0504 10:19:43.788735 4032 net.cpp:226] scale4b13_branch2a needs backward computation.
I0504 10:19:43.788739 4032 net.cpp:226] bn4b13_branch2a needs backward computation.
I0504 10:19:43.788744 4032 net.cpp:226] res4b13_branch2a needs backward computation.
I0504 10:19:43.788749 4032 net.cpp:226] res4b12_res4b12_relu_0_split needs backward computation.
I0504 10:19:43.788753 4032 net.cpp:226] res4b12_relu needs backward computation.
I0504 10:19:43.788756 4032 net.cpp:226] res4b12 needs backward computation.
I0504 10:19:43.788760 4032 net.cpp:226] scale4b12_branch2c needs backward computation.
I0504 10:19:43.788764 4032 net.cpp:226] bn4b12_branch2c needs backward computation.
I0504 10:19:43.788769 4032 net.cpp:226] res4b12_branch2c needs backward computation.
I0504 10:19:43.788771 4032 net.cpp:226] res4b12_branch2b_relu needs backward computation.
I0504 10:19:43.788777 4032 net.cpp:226] scale4b12_branch2b needs backward computation.
I0504 10:19:43.788781 4032 net.cpp:226] bn4b12_branch2b needs backward computation.
I0504 10:19:43.788784 4032 net.cpp:226] res4b12_branch2b needs backward computation.
I0504 10:19:43.788789 4032 net.cpp:226] res4b12_branch2a_relu needs backward computation.
I0504 10:19:43.788792 4032 net.cpp:226] scale4b12_branch2a needs backward computation.
I0504 10:19:43.788796 4032 net.cpp:226] bn4b12_branch2a needs backward computation.
I0504 10:19:43.788800 4032 net.cpp:226] res4b12_branch2a needs backward computation.
I0504 10:19:43.788803 4032 net.cpp:226] res4b11_res4b11_relu_0_split needs backward computation.
I0504 10:19:43.788807 4032 net.cpp:226] res4b11_relu needs backward computation.
I0504 10:19:43.788811 4032 net.cpp:226] res4b11 needs backward computation.
I0504 10:19:43.788817 4032 net.cpp:226] scale4b11_branch2c needs backward computation.
I0504 10:19:43.788821 4032 net.cpp:226] bn4b11_branch2c needs backward computation.
I0504 10:19:43.788825 4032 net.cpp:226] res4b11_branch2c needs backward computation.
I0504 10:19:43.788828 4032 net.cpp:226] res4b11_branch2b_relu needs backward computation.
I0504 10:19:43.788832 4032 net.cpp:226] scale4b11_branch2b needs backward computation.
I0504 10:19:43.788836 4032 net.cpp:226] bn4b11_branch2b needs backward computation.
I0504 10:19:43.788839 4032 net.cpp:226] res4b11_branch2b needs backward computation.
I0504 10:19:43.788843 4032 net.cpp:226] res4b11_branch2a_relu needs backward computation.
I0504 10:19:43.788848 4032 net.cpp:226] scale4b11_branch2a needs backward computation.
I0504 10:19:43.788852 4032 net.cpp:226] bn4b11_branch2a needs backward computation.
I0504 10:19:43.788856 4032 net.cpp:226] res4b11_branch2a needs backward computation.
I0504 10:19:43.788861 4032 net.cpp:226] res4b10_res4b10_relu_0_split needs backward computation.
I0504 10:19:43.788864 4032 net.cpp:226] res4b10_relu needs backward computation.
I0504 10:19:43.788867 4032 net.cpp:226] res4b10 needs backward computation.
I0504 10:19:43.788872 4032 net.cpp:226] scale4b10_branch2c needs backward computation.
I0504 10:19:43.788875 4032 net.cpp:226] bn4b10_branch2c needs backward computation.
I0504 10:19:43.788882 4032 net.cpp:226] res4b10_branch2c needs backward computation.
I0504 10:19:43.788885 4032 net.cpp:226] res4b10_branch2b_relu needs backward computation.
I0504 10:19:43.788889 4032 net.cpp:226] scale4b10_branch2b needs backward computation.
I0504 10:19:43.788892 4032 net.cpp:226] bn4b10_branch2b needs backward computation.
I0504 10:19:43.788897 4032 net.cpp:226] res4b10_branch2b needs backward computation.
I0504 10:19:43.788902 4032 net.cpp:226] res4b10_branch2a_relu needs backward computation.
I0504 10:19:43.788908 4032 net.cpp:226] scale4b10_branch2a needs backward computation.
I0504 10:19:43.788910 4032 net.cpp:226] bn4b10_branch2a needs backward computation.
I0504 10:19:43.788914 4032 net.cpp:226] res4b10_branch2a needs backward computation.
I0504 10:19:43.788918 4032 net.cpp:226] res4b9_res4b9_relu_0_split needs backward computation.
I0504 10:19:43.788923 4032 net.cpp:226] res4b9_relu needs backward computation.
I0504 10:19:43.788926 4032 net.cpp:226] res4b9 needs backward computation.
I0504 10:19:43.788931 4032 net.cpp:226] scale4b9_branch2c needs backward computation.
I0504 10:19:43.788935 4032 net.cpp:226] bn4b9_branch2c needs backward computation.
I0504 10:19:43.788938 4032 net.cpp:226] res4b9_branch2c needs backward computation.
I0504 10:19:43.788942 4032 net.cpp:226] res4b9_branch2b_relu needs backward computation.
I0504 10:19:43.788949 4032 net.cpp:226] scale4b9_branch2b needs backward computation.
I0504 10:19:43.788952 4032 net.cpp:226] bn4b9_branch2b needs backward computation.
I0504 10:19:43.788955 4032 net.cpp:226] res4b9_branch2b needs backward computation.
I0504 10:19:43.788959 4032 net.cpp:226] res4b9_branch2a_relu needs backward computation.
I0504 10:19:43.788964 4032 net.cpp:226] scale4b9_branch2a needs backward computation.
I0504 10:19:43.788966 4032 net.cpp:226] bn4b9_branch2a needs backward computation.
I0504 10:19:43.788970 4032 net.cpp:226] res4b9_branch2a needs backward computation.
I0504 10:19:43.788975 4032 net.cpp:226] res4b8_res4b8_relu_0_split needs backward computation.
I0504 10:19:43.788978 4032 net.cpp:226] res4b8_relu needs backward computation.
I0504 10:19:43.788983 4032 net.cpp:226] res4b8 needs backward computation.
I0504 10:19:43.788988 4032 net.cpp:226] scale4b8_branch2c needs backward computation.
I0504 10:19:43.788992 4032 net.cpp:226] bn4b8_branch2c needs backward computation.
I0504 10:19:43.788995 4032 net.cpp:226] res4b8_branch2c needs backward computation.
I0504 10:19:43.789000 4032 net.cpp:226] res4b8_branch2b_relu needs backward computation.
I0504 10:19:43.789003 4032 net.cpp:226] scale4b8_branch2b needs backward computation.
I0504 10:19:43.789006 4032 net.cpp:226] bn4b8_branch2b needs backward computation.
I0504 10:19:43.789011 4032 net.cpp:226] res4b8_branch2b needs backward computation.
I0504 10:19:43.789013 4032 net.cpp:226] res4b8_branch2a_relu needs backward computation.
I0504 10:19:43.789017 4032 net.cpp:226] scale4b8_branch2a needs backward computation.
I0504 10:19:43.789021 4032 net.cpp:226] bn4b8_branch2a needs backward computation.
I0504 10:19:43.789024 4032 net.cpp:226] res4b8_branch2a needs backward computation.
I0504 10:19:43.789028 4032 net.cpp:226] res4b7_res4b7_relu_0_split needs backward computation.
I0504 10:19:43.789032 4032 net.cpp:226] res4b7_relu needs backward computation.
I0504 10:19:43.789036 4032 net.cpp:226] res4b7 needs backward computation.
I0504 10:19:43.789042 4032 net.cpp:226] scale4b7_branch2c needs backward computation.
I0504 10:19:43.789047 4032 net.cpp:226] bn4b7_branch2c needs backward computation.
I0504 10:19:43.789050 4032 net.cpp:226] res4b7_branch2c needs backward computation.
I0504 10:19:43.789054 4032 net.cpp:226] res4b7_branch2b_relu needs backward computation.
I0504 10:19:43.789057 4032 net.cpp:226] scale4b7_branch2b needs backward computation.
I0504 10:19:43.789062 4032 net.cpp:226] bn4b7_branch2b needs backward computation.
I0504 10:19:43.789065 4032 net.cpp:226] res4b7_branch2b needs backward computation.
I0504 10:19:43.789068 4032 net.cpp:226] res4b7_branch2a_relu needs backward computation.
I0504 10:19:43.789072 4032 net.cpp:226] scale4b7_branch2a needs backward computation.
I0504 10:19:43.789077 4032 net.cpp:226] bn4b7_branch2a needs backward computation.
I0504 10:19:43.789079 4032 net.cpp:226] res4b7_branch2a needs backward computation.
I0504 10:19:43.789085 4032 net.cpp:226] res4b6_res4b6_relu_0_split needs backward computation.
I0504 10:19:43.789089 4032 net.cpp:226] res4b6_relu needs backward computation.
I0504 10:19:43.789093 4032 net.cpp:226] res4b6 needs backward computation.
I0504 10:19:43.789098 4032 net.cpp:226] scale4b6_branch2c needs backward computation.
I0504 10:19:43.789101 4032 net.cpp:226] bn4b6_branch2c needs backward computation.
I0504 10:19:43.789104 4032 net.cpp:226] res4b6_branch2c needs backward computation.
I0504 10:19:43.789108 4032 net.cpp:226] res4b6_branch2b_relu needs backward computation.
I0504 10:19:43.789113 4032 net.cpp:226] scale4b6_branch2b needs backward computation.
I0504 10:19:43.789115 4032 net.cpp:226] bn4b6_branch2b needs backward computation.
I0504 10:19:43.789119 4032 net.cpp:226] res4b6_branch2b needs backward computation.
I0504 10:19:43.789124 4032 net.cpp:226] res4b6_branch2a_relu needs backward computation.
I0504 10:19:43.789126 4032 net.cpp:226] scale4b6_branch2a needs backward computation.
I0504 10:19:43.789131 4032 net.cpp:226] bn4b6_branch2a needs backward computation.
I0504 10:19:43.789135 4032 net.cpp:226] res4b6_branch2a needs backward computation.
I0504 10:19:43.789139 4032 net.cpp:226] res4b5_res4b5_relu_0_split needs backward computation.
I0504 10:19:43.789144 4032 net.cpp:226] res4b5_relu needs backward computation.
I0504 10:19:43.789147 4032 net.cpp:226] res4b5 needs backward computation.
I0504 10:19:43.789151 4032 net.cpp:226] scale4b5_branch2c needs backward computation.
I0504 10:19:43.789155 4032 net.cpp:226] bn4b5_branch2c needs backward computation.
I0504 10:19:43.789158 4032 net.cpp:226] res4b5_branch2c needs backward computation.
I0504 10:19:43.789162 4032 net.cpp:226] res4b5_branch2b_relu needs backward computation.
I0504 10:19:43.789166 4032 net.cpp:226] scale4b5_branch2b needs backward computation.
I0504 10:19:43.789170 4032 net.cpp:226] bn4b5_branch2b needs backward computation.
I0504 10:19:43.789175 4032 net.cpp:226] res4b5_branch2b needs backward computation.
I0504 10:19:43.789180 4032 net.cpp:226] res4b5_branch2a_relu needs backward computation.
I0504 10:19:43.789182 4032 net.cpp:226] scale4b5_branch2a needs backward computation.
I0504 10:19:43.789186 4032 net.cpp:226] bn4b5_branch2a needs backward computation.
I0504 10:19:43.789189 4032 net.cpp:226] res4b5_branch2a needs backward computation.
I0504 10:19:43.789193 4032 net.cpp:226] res4b4_res4b4_relu_0_split needs backward computation.
I0504 10:19:43.789197 4032 net.cpp:226] res4b4_relu needs backward computation.
I0504 10:19:43.789201 4032 net.cpp:226] res4b4 needs backward computation.
I0504 10:19:43.789206 4032 net.cpp:226] scale4b4_branch2c needs backward computation.
I0504 10:19:43.789209 4032 net.cpp:226] bn4b4_branch2c needs backward computation.
I0504 10:19:43.789214 4032 net.cpp:226] res4b4_branch2c needs backward computation.
I0504 10:19:43.789218 4032 net.cpp:226] res4b4_branch2b_relu needs backward computation.
I0504 10:19:43.789222 4032 net.cpp:226] scale4b4_branch2b needs backward computation.
I0504 10:19:43.789227 4032 net.cpp:226] bn4b4_branch2b needs backward computation.
I0504 10:19:43.789229 4032 net.cpp:226] res4b4_branch2b needs backward computation.
I0504 10:19:43.789233 4032 net.cpp:226] res4b4_branch2a_relu needs backward computation.
I0504 10:19:43.789237 4032 net.cpp:226] scale4b4_branch2a needs backward computation.
I0504 10:19:43.789240 4032 net.cpp:226] bn4b4_branch2a needs backward computation.
I0504 10:19:43.789244 4032 net.cpp:226] res4b4_branch2a needs backward computation.
I0504 10:19:43.789248 4032 net.cpp:226] res4b3_res4b3_relu_0_split needs backward computation.
I0504 10:19:43.789252 4032 net.cpp:226] res4b3_relu needs backward computation.
I0504 10:19:43.789255 4032 net.cpp:226] res4b3 needs backward computation.
I0504 10:19:43.789261 4032 net.cpp:226] scale4b3_branch2c needs backward computation.
I0504 10:19:43.789265 4032 net.cpp:226] bn4b3_branch2c needs backward computation.
I0504 10:19:43.789269 4032 net.cpp:226] res4b3_branch2c needs backward computation.
I0504 10:19:43.789273 4032 net.cpp:226] res4b3_branch2b_relu needs backward computation.
I0504 10:19:43.789276 4032 net.cpp:226] scale4b3_branch2b needs backward computation.
I0504 10:19:43.789280 4032 net.cpp:226] bn4b3_branch2b needs backward computation.
I0504 10:19:43.789284 4032 net.cpp:226] res4b3_branch2b needs backward computation.
I0504 10:19:43.789290 4032 net.cpp:226] res4b3_branch2a_relu needs backward computation.
I0504 10:19:43.789295 4032 net.cpp:226] scale4b3_branch2a needs backward computation.
I0504 10:19:43.789299 4032 net.cpp:226] bn4b3_branch2a needs backward computation.
I0504 10:19:43.789304 4032 net.cpp:226] res4b3_branch2a needs backward computation.
I0504 10:19:43.789307 4032 net.cpp:226] res4b2_res4b2_relu_0_split needs backward computation.
I0504 10:19:43.789311 4032 net.cpp:226] res4b2_relu needs backward computation.
I0504 10:19:43.789314 4032 net.cpp:226] res4b2 needs backward computation.
I0504 10:19:43.789319 4032 net.cpp:226] scale4b2_branch2c needs backward computation.
I0504 10:19:43.789324 4032 net.cpp:226] bn4b2_branch2c needs backward computation.
I0504 10:19:43.789326 4032 net.cpp:226] res4b2_branch2c needs backward computation.
I0504 10:19:43.789330 4032 net.cpp:226] res4b2_branch2b_relu needs backward computation.
I0504 10:19:43.789336 4032 net.cpp:226] scale4b2_branch2b needs backward computation.
I0504 10:19:43.789340 4032 net.cpp:226] bn4b2_branch2b needs backward computation.
I0504 10:19:43.789343 4032 net.cpp:226] res4b2_branch2b needs backward computation.
I0504 10:19:43.789347 4032 net.cpp:226] res4b2_branch2a_relu needs backward computation.
I0504 10:19:43.789350 4032 net.cpp:226] scale4b2_branch2a needs backward computation.
I0504 10:19:43.789355 4032 net.cpp:226] bn4b2_branch2a needs backward computation.
I0504 10:19:43.789357 4032 net.cpp:226] res4b2_branch2a needs backward computation.
I0504 10:19:43.789361 4032 net.cpp:226] res4b1_res4b1_relu_0_split needs backward computation.
I0504 10:19:43.789366 4032 net.cpp:226] res4b1_relu needs backward computation.
I0504 10:19:43.789369 4032 net.cpp:226] res4b1 needs backward computation.
I0504 10:19:43.789373 4032 net.cpp:226] scale4b1_branch2c needs backward computation.
I0504 10:19:43.789378 4032 net.cpp:226] bn4b1_branch2c needs backward computation.
I0504 10:19:43.789382 4032 net.cpp:226] res4b1_branch2c needs backward computation.
I0504 10:19:43.789386 4032 net.cpp:226] res4b1_branch2b_relu needs backward computation.
I0504 10:19:43.789389 4032 net.cpp:226] scale4b1_branch2b needs backward computation.
I0504 10:19:43.789393 4032 net.cpp:226] bn4b1_branch2b needs backward computation.
I0504 10:19:43.789397 4032 net.cpp:226] res4b1_branch2b needs backward computation.
I0504 10:19:43.789400 4032 net.cpp:226] res4b1_branch2a_relu needs backward computation.
I0504 10:19:43.789403 4032 net.cpp:226] scale4b1_branch2a needs backward computation.
I0504 10:19:43.789407 4032 net.cpp:226] bn4b1_branch2a needs backward computation.
I0504 10:19:43.789410 4032 net.cpp:226] res4b1_branch2a needs backward computation.
I0504 10:19:43.789414 4032 net.cpp:226] res4a_res4a_relu_0_split needs backward computation.
I0504 10:19:43.789418 4032 net.cpp:226] res4a_relu needs backward computation.
I0504 10:19:43.789422 4032 net.cpp:226] res4a needs backward computation.
I0504 10:19:43.789428 4032 net.cpp:226] scale4a_branch2c needs backward computation.
I0504 10:19:43.789433 4032 net.cpp:226] bn4a_branch2c needs backward computation.
I0504 10:19:43.789436 4032 net.cpp:226] res4a_branch2c needs backward computation.
I0504 10:19:43.789440 4032 net.cpp:226] res4a_branch2b_relu needs backward computation.
I0504 10:19:43.789444 4032 net.cpp:226] scale4a_branch2b needs backward computation.
I0504 10:19:43.789448 4032 net.cpp:226] bn4a_branch2b needs backward computation.
I0504 10:19:43.789451 4032 net.cpp:226] res4a_branch2b needs backward computation.
I0504 10:19:43.789454 4032 net.cpp:226] res4a_branch2a_relu needs backward computation.
I0504 10:19:43.789458 4032 net.cpp:226] scale4a_branch2a needs backward computation.
I0504 10:19:43.789463 4032 net.cpp:226] bn4a_branch2a needs backward computation.
I0504 10:19:43.789465 4032 net.cpp:226] res4a_branch2a needs backward computation.
I0504 10:19:43.789469 4032 net.cpp:226] scale4a_branch1 needs backward computation.
I0504 10:19:43.789474 4032 net.cpp:226] bn4a_branch1 needs backward computation.
I0504 10:19:43.789476 4032 net.cpp:226] res4a_branch1 needs backward computation.
I0504 10:19:43.789481 4032 net.cpp:226] res3b3_res3b3_relu_0_split needs backward computation.
I0504 10:19:43.789486 4032 net.cpp:226] res3b3_relu needs backward computation.
I0504 10:19:43.789490 4032 net.cpp:226] res3b3 needs backward computation.
I0504 10:19:43.789495 4032 net.cpp:226] scale3b3_branch2c needs backward computation.
I0504 10:19:43.789499 4032 net.cpp:226] bn3b3_branch2c needs backward computation.
I0504 10:19:43.789502 4032 net.cpp:226] res3b3_branch2c needs backward computation.
I0504 10:19:43.789506 4032 net.cpp:226] res3b3_branch2b_relu needs backward computation.
I0504 10:19:43.789510 4032 net.cpp:226] scale3b3_branch2b needs backward computation.
I0504 10:19:43.789513 4032 net.cpp:226] bn3b3_branch2b needs backward computation.
I0504 10:19:43.789516 4032 net.cpp:226] res3b3_branch2b needs backward computation.
I0504 10:19:43.789520 4032 net.cpp:226] res3b3_branch2a_relu needs backward computation.
I0504 10:19:43.789525 4032 net.cpp:226] scale3b3_branch2a needs backward computation.
I0504 10:19:43.789527 4032 net.cpp:226] bn3b3_branch2a needs backward computation.
I0504 10:19:43.789531 4032 net.cpp:226] res3b3_branch2a needs backward computation.
I0504 10:19:43.789535 4032 net.cpp:226] res3b2_res3b2_relu_0_split needs backward computation.
I0504 10:19:43.789539 4032 net.cpp:226] res3b2_relu needs backward computation.
I0504 10:19:43.789542 4032 net.cpp:226] res3b2 needs backward computation.
I0504 10:19:43.789546 4032 net.cpp:226] scale3b2_branch2c needs backward computation.
I0504 10:19:43.789551 4032 net.cpp:226] bn3b2_branch2c needs backward computation.
I0504 10:19:43.789553 4032 net.cpp:226] res3b2_branch2c needs backward computation.
I0504 10:19:43.789557 4032 net.cpp:226] res3b2_branch2b_relu needs backward computation.
I0504 10:19:43.789561 4032 net.cpp:226] scale3b2_branch2b needs backward computation.
I0504 10:19:43.789564 4032 net.cpp:226] bn3b2_branch2b needs backward computation.
I0504 10:19:43.789567 4032 net.cpp:226] res3b2_branch2b needs backward computation.
I0504 10:19:43.789572 4032 net.cpp:226] res3b2_branch2a_relu needs backward computation.
I0504 10:19:43.789574 4032 net.cpp:226] scale3b2_branch2a needs backward computation.
I0504 10:19:43.789577 4032 net.cpp:226] bn3b2_branch2a needs backward computation.
I0504 10:19:43.789582 4032 net.cpp:226] res3b2_branch2a needs backward computation.
I0504 10:19:43.789585 4032 net.cpp:226] res3b1_res3b1_relu_0_split needs backward computation.
I0504 10:19:43.789588 4032 net.cpp:226] res3b1_relu needs backward computation.
I0504 10:19:43.789592 4032 net.cpp:226] res3b1 needs backward computation.
I0504 10:19:43.789597 4032 net.cpp:226] scale3b1_branch2c needs backward computation.
I0504 10:19:43.789602 4032 net.cpp:226] bn3b1_branch2c needs backward computation.
I0504 10:19:43.789605 4032 net.cpp:226] res3b1_branch2c needs backward computation.
I0504 10:19:43.789609 4032 net.cpp:226] res3b1_branch2b_relu needs backward computation.
I0504 10:19:43.789613 4032 net.cpp:226] scale3b1_branch2b needs backward computation.
I0504 10:19:43.789618 4032 net.cpp:226] bn3b1_branch2b needs backward computation.
I0504 10:19:43.789620 4032 net.cpp:226] res3b1_branch2b needs backward computation.
I0504 10:19:43.789626 4032 net.cpp:226] res3b1_branch2a_relu needs backward computation.
I0504 10:19:43.789630 4032 net.cpp:226] scale3b1_branch2a needs backward computation.
I0504 10:19:43.789634 4032 net.cpp:226] bn3b1_branch2a needs backward computation.
I0504 10:19:43.789638 4032 net.cpp:226] res3b1_branch2a needs backward computation.
I0504 10:19:43.789641 4032 net.cpp:226] res3a_res3a_relu_0_split needs backward computation.
I0504 10:19:43.789645 4032 net.cpp:226] res3a_relu needs backward computation.
I0504 10:19:43.789649 4032 net.cpp:226] res3a needs backward computation.
I0504 10:19:43.789654 4032 net.cpp:226] scale3a_branch2c needs backward computation.
I0504 10:19:43.789659 4032 net.cpp:226] bn3a_branch2c needs backward computation.
I0504 10:19:43.789662 4032 net.cpp:226] res3a_branch2c needs backward computation.
I0504 10:19:43.789666 4032 net.cpp:226] res3a_branch2b_relu needs backward computation.
I0504 10:19:43.789670 4032 net.cpp:226] scale3a_branch2b needs backward computation.
I0504 10:19:43.789674 4032 net.cpp:226] bn3a_branch2b needs backward computation.
I0504 10:19:43.789677 4032 net.cpp:226] res3a_branch2b needs backward computation.
I0504 10:19:43.789682 4032 net.cpp:226] res3a_branch2a_relu needs backward computation.
I0504 10:19:43.789686 4032 net.cpp:226] scale3a_branch2a needs backward computation.
I0504 10:19:43.789690 4032 net.cpp:226] bn3a_branch2a needs backward computation.
I0504 10:19:43.789695 4032 net.cpp:226] res3a_branch2a needs backward computation.
I0504 10:19:43.789700 4032 net.cpp:226] scale3a_branch1 needs backward computation.
I0504 10:19:43.789705 4032 net.cpp:226] bn3a_branch1 needs backward computation.
I0504 10:19:43.789707 4032 net.cpp:226] res3a_branch1 needs backward computation.
I0504 10:19:43.789712 4032 net.cpp:228] res2c_res2c_relu_0_split does not need backward computation.
I0504 10:19:43.789716 4032 net.cpp:228] res2c_relu does not need backward computation.
I0504 10:19:43.789721 4032 net.cpp:228] res2c does not need backward computation.
I0504 10:19:43.789726 4032 net.cpp:228] scale2c_branch2c does not need backward computation.
I0504 10:19:43.789729 4032 net.cpp:228] bn2c_branch2c does not need backward computation.
I0504 10:19:43.789733 4032 net.cpp:228] res2c_branch2c does not need backward computation.
I0504 10:19:43.789737 4032 net.cpp:228] res2c_branch2b_relu does not need backward computation.
I0504 10:19:43.789741 4032 net.cpp:228] scale2c_branch2b does not need backward computation.
I0504 10:19:43.789746 4032 net.cpp:228] bn2c_branch2b does not need backward computation.
I0504 10:19:43.789749 4032 net.cpp:228] res2c_branch2b does not need backward computation.
I0504 10:19:43.789753 4032 net.cpp:228] res2c_branch2a_relu does not need backward computation.
I0504 10:19:43.789757 4032 net.cpp:228] scale2c_branch2a does not need backward computation.
I0504 10:19:43.789760 4032 net.cpp:228] bn2c_branch2a does not need backward computation.
I0504 10:19:43.789764 4032 net.cpp:228] res2c_branch2a does not need backward computation.
I0504 10:19:43.789769 4032 net.cpp:228] res2b_res2b_relu_0_split does not need backward computation.
I0504 10:19:43.789773 4032 net.cpp:228] res2b_relu does not need backward computation.
I0504 10:19:43.789777 4032 net.cpp:228] res2b does not need backward computation.
I0504 10:19:43.789782 4032 net.cpp:228] scale2b_branch2c does not need backward computation.
I0504 10:19:43.789785 4032 net.cpp:228] bn2b_branch2c does not need backward computation.
I0504 10:19:43.789789 4032 net.cpp:228] res2b_branch2c does not need backward computation.
I0504 10:19:43.789793 4032 net.cpp:228] res2b_branch2b_relu does not need backward computation.
I0504 10:19:43.789798 4032 net.cpp:228] scale2b_branch2b does not need backward computation.
I0504 10:19:43.789801 4032 net.cpp:228] bn2b_branch2b does not need backward computation.
I0504 10:19:43.789804 4032 net.cpp:228] res2b_branch2b does not need backward computation.
I0504 10:19:43.789808 4032 net.cpp:228] res2b_branch2a_relu does not need backward computation.
I0504 10:19:43.789813 4032 net.cpp:228] scale2b_branch2a does not need backward computation.
I0504 10:19:43.789816 4032 net.cpp:228] bn2b_branch2a does not need backward computation.
I0504 10:19:43.789819 4032 net.cpp:228] res2b_branch2a does not need backward computation.
I0504 10:19:43.789824 4032 net.cpp:228] res2a_res2a_relu_0_split does not need backward computation.
I0504 10:19:43.789829 4032 net.cpp:228] res2a_relu does not need backward computation.
I0504 10:19:43.789832 4032 net.cpp:228] res2a does not need backward computation.
I0504 10:19:43.789836 4032 net.cpp:228] scale2a_branch2c does not need backward computation.
I0504 10:19:43.789840 4032 net.cpp:228] bn2a_branch2c does not need backward computation.
I0504 10:19:43.789844 4032 net.cpp:228] res2a_branch2c does not need backward computation.
I0504 10:19:43.789849 4032 net.cpp:228] res2a_branch2b_relu does not need backward computation.
I0504 10:19:43.789851 4032 net.cpp:228] scale2a_branch2b does not need backward computation.
I0504 10:19:43.789855 4032 net.cpp:228] bn2a_branch2b does not need backward computation.
I0504 10:19:43.789860 4032 net.cpp:228] res2a_branch2b does not need backward computation.
I0504 10:19:43.789863 4032 net.cpp:228] res2a_branch2a_relu does not need backward computation.
I0504 10:19:43.789867 4032 net.cpp:228] scale2a_branch2a does not need backward computation.
I0504 10:19:43.789871 4032 net.cpp:228] bn2a_branch2a does not need backward computation.
I0504 10:19:43.789875 4032 net.cpp:228] res2a_branch2a does not need backward computation.
I0504 10:19:43.789880 4032 net.cpp:228] scale2a_branch1 does not need backward computation.
I0504 10:19:43.789882 4032 net.cpp:228] bn2a_branch1 does not need backward computation.
I0504 10:19:43.789886 4032 net.cpp:228] res2a_branch1 does not need backward computation.
I0504 10:19:43.789891 4032 net.cpp:228] pool1_pool1_0_split does not need backward computation.
I0504 10:19:43.789897 4032 net.cpp:228] pool1 does not need backward computation.
I0504 10:19:43.789902 4032 net.cpp:228] conv1_relu does not need backward computation.
I0504 10:19:43.789906 4032 net.cpp:228] scale_conv1 does not need backward computation.
I0504 10:19:43.789909 4032 net.cpp:228] bn_conv1 does not need backward computation.
I0504 10:19:43.789913 4032 net.cpp:228] conv1 does not need backward computation.
I0504 10:19:43.789918 4032 net.cpp:228] gt_boxes_input-data_2_split does not need backward computation.
I0504 10:19:43.789922 4032 net.cpp:228] im_info_input-data_1_split does not need backward computation.
I0504 10:19:43.789927 4032 net.cpp:228] data_input-data_0_split does not need backward computation.
I0504 10:19:43.789932 4032 net.cpp:228] input-data does not need backward computation.
I0504 10:19:43.789935 4032 net.cpp:270] This network produces output accuarcy
I0504 10:19:43.789939 4032 net.cpp:270] This network produces output loss_bbox
I0504 10:19:43.789944 4032 net.cpp:270] This network produces output loss_cls
I0504 10:19:43.789948 4032 net.cpp:270] This network produces output rpn_cls_loss
I0504 10:19:43.789952 4032 net.cpp:270] This network produces output rpn_loss_bbox
I0504 10:19:43.790223 4032 net.cpp:283] Network initialization done.
I0504 10:19:43.791123 4032 solver.cpp:60] Solver scaffolding done.
Loading pretrained model weights from data/imagenet_models/ResNet-50-model.caffemodel
I0504 10:19:44.208214 4032 upgrade_proto.cpp:66] Attempting to upgrade input file specified using deprecated input fields: data/imagenet_models/ResNet-50-model.caffemodel
I0504 10:19:44.208237 4032 upgrade_proto.cpp:69] Successfully upgraded file specified using deprecated input fields.
W0504 10:19:44.208250 4032 upgrade_proto.cpp:71] Note that future Caffe releases will only support input layers and not input fields.
I0504 10:19:44.208253 4032 net.cpp:774] Copying source layer conv1
F0504 10:19:44.208268 4032 net.cpp:777] Check failed: target_blobs.size() == source_layer.blobs_size() (1 vs. 2) Incompatible number of blobs for layer conv1
*** Check failure stack trace: ***
./experiments/scripts/couplenet_end2end_ohem.sh: line 58: 4032 Aborted (core dumped) ./tools/train_net.py --gpu ${GPU_ID} --solver models/${PT_DIR}/${NET}/couplenet_end2end/solver_ohem.prototxt --weights data/imagenet_models/${NET}-model.caffemodel --imdb ${TRAIN_IMDB} --iters ${ITERS} --cfg experiments/cfgs/couplenet_end2end_ohem.yml ${EXTRA_ARGS}`
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yousongzhu
commented on August 15, 2024
The given train_agnostic_ohem.prototxt is based on ResNet101. I suggest carefully comparing the prototxt files of your network and the pre-trained net you're copying params from
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z362194037
commented on August 15, 2024
I use resnet-101 and it get work
thanks for your help
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