Comments (6)
Hi,
There is no Keras version at the current moment, but we would love to assist if the community meets any trouble in reproducibility, and so.
Best,
Sk.
from mtan.
@lorenmt, thank you for your reply, i have another questions you mentioned (From my personal experience, designing a better architecture is usually more helpful (and easier) than finding a better task weighting in multi-task learning.) I agree with you but i have problem when im trying to train my MTL model and i found no matter Ive changed the architecture and make it more complicated still the training have the same behavior for the two task i have (good prediction for one and a very bad prediction for the other) is there any explanation for this behavior and is still the same no matter id changed the weight loss value for the both task,
from mtan.
It shouldn't be this case. I suspect there is a bug in your code. You should check whether the loss is correct, or in the same level of magnitude (all normalize across pixel for example). Also, make sure you have single-task learning (for this bad prediction task) works correctly.
Hope this helps.
from mtan.
thank you for your reply, I'm using binary cross entropy for the both task (semantic segmentation) first task is for road extracting and had good prediction in single and multi task the other one is centerline extraction which id tried it for single task the prediction was way better than the multi task, I'm really confused what should i do more
from mtan.
What exact prediction and loss is for center-line extraction? Could you elaborate more?
from mtan.
thank you for your reply and your help really appreciate it , Ive sent you an email with detailed explanation
i hope you can check it, thank you
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Related Issues (20)
- Missing items in cityscapes/val/label_19 HOT 2
- Training with my own dataset HOT 16
- Definition of multi-task loss function HOT 5
- Training MTAN-DeepLabv3 HOT 10
- About the instantiation of the model HOT 1
- DWA HOT 1
- The para Temperature of DWA HOT 6
- How do you pre-process NYUv2 dataset? HOT 7
- about the uncertainty loss HOT 4
- about visulization of the result HOT 1
- Avg Cost accumulation HOT 2
- why dwa didn't consider common scale of gradient? HOT 8
- 关于Attention Module的设计 HOT 4
- results inconsistency HOT 19
- Question about the pre-processed cityscapes HOT 5
- DWA的loss梯度爆炸问题 HOT 2
- Question about the structure of the encoder_block_att. HOT 2
- Used Mtan on depth estimation and object detection HOT 5
- loss backward error HOT 2
- Can you provide the code for pre-processing Cityscapes? HOT 2
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