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yolov3 not in model zoo?

Open xiuyangleiasp opened this issue 5 years ago • 7 comments

❓ Questions and Help

xiuyangleiasp avatar Nov 27 '19 06:11 xiuyangleiasp

Thanks for your question. YOLOv3 is not implemented on maskrcnn-benchmark. This repository only contains RetinaNet, Faster R-CNN, Mask R-CNN. Please wait.

chenjoya avatar Nov 27 '19 07:11 chenjoya

Hi, @ChenJoya I was reproduced your "Optimal Bias Initialization" on yolov3-voc. It was amazing. Improved mAP about 1%. Thanks for your work. Would you release codes of your another paper “Residual Objectness for Imbalance Reduction”?

xiuyangleiasp avatar Dec 05 '19 05:12 xiuyangleiasp

@xiuyangleiasp Thanks for your reproduction!

In fact, we did not try YOLOv3 with the sampling-free mechanism for PASCAL VOC. Would you like to describe your impeachmention details?

About the paper Residual Objectness for Imbalance Reduction, we have no plan to release the code as it submits to a journal now. The procedure of peer review is so long.

Again, thanks for your attempt!

chenjoya avatar Dec 05 '19 07:12 chenjoya

the detail is very simple:

  1. only init bias for last conv befor yolo;
  2. init channels corresponding with objectness and classes.
  3. I estimated N and Nf very roughly. N=feature_map size. Nf=1.25 for 26×26, and Nf=7.6 for 13×13 . C=20

And I have some questions about ResObj the pseudocode: 微信截图_20191205181001 the case condition seems always be true. So I can't understand it's meanings. Would you explian it for me? Looking forward your reply. Thanks.

xiuyangleiasp avatar Dec 05 '19 09:12 xiuyangleiasp

That sounds good.

Oh, 'minp' refers to the minimal positive score. We assume that negative examples whose scores below the 'minp' are learned well.

chenjoya avatar Dec 05 '19 11:12 chenjoya

thanks for author's work~

@xiuyangleiasp Hi~ would you release your code of YOLOv3 with Free-Sampling please, cause I want improve my work with this solution, but sadly I have no idea implement it.

Thank you honestly and looking forward your reply!

xia00100 avatar Dec 24 '19 08:12 xia00100

@xia00100 Sorry, I can't relase codes without authorization from the company.

xiuyangleiasp avatar Dec 25 '19 07:12 xiuyangleiasp