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Alexander's Projects

model-compression icon model-compression

model compression based on pytorch (1、quantization: 8/4/2bits(dorefa)、ternary/binary value(twn/bnn/xnor-net);2、 pruning: normal、regular and group convolutional channel pruning;3、 group convolution structure;4、batch-normalization folding for binary value of feature(A))

mtcnn-caffe icon mtcnn-caffe

Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Neural Networks

ncnn_106landmarks icon ncnn_106landmarks

face detection: retinaface, landmark: zqcnn, recognize: mobilefacenet, Based on ncnn

pico icon pico

A minimalistic framework for fast object detection (with a pre-trained face detector)

py-r-fcn icon py-r-fcn

R-FCN with joint training and python support

pytorch-ssd icon pytorch-ssd

MobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in Pytorch 1.0 / Pytorch 0.4. Out-of-box support for retraining on Open Images dataset. ONNX and Caffe2 support. Experiment Ideas like CoordConv.

pytorchtocaffe icon pytorchtocaffe

Pytorch model to caffe model, supported pytorch 0.3, 0.3.1, 0.4, 0.4.1 ,1.0 , 1.0.1

realtime-action-recognition icon realtime-action-recognition

Multi-person real-time recognition (classification) of 9 actions based on human skeleton from OpenPose and a 0.5-second window.

thrift_demo icon thrift_demo

thrift_demo includes face detection & face cluster & face feature extraction

yolov3-model-pruning icon yolov3-model-pruning

对 YOLOv3 做模型剪枝,在 oxford hand 数据集上模型的参数量减少 80% ,FLOPs 降低 70%,Infer 的速度可以达到原来的 200%,mAP 基本保持不变

yolov6 icon yolov6

YOLOv6: a single-stage object detection framework dedicated to industrial applications.

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