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Pretrained model on cityscapes

Open codermckee opened this issue 7 years ago • 7 comments

Do you have any pretrained model on cityscapes or mapillary?

codermckee avatar Nov 10 '18 14:11 codermckee

I use the models pretrained on ImageNet or voc to train mapillary dataset, but get low mIoU. so sad.

codermckee avatar Nov 10 '18 14:11 codermckee

Will add cityscapes in GluonCV in later release.

zhanghang1989 avatar Nov 10 '18 18:11 zhanghang1989

Will add cityscapes in GluonCV in later release.

thanks for your reply. I am a beginner of semantic segmentation, and I have a problem which confused me. I use pretrained model on ImageNet to train object detector and I can get good mAP. But it doesn't work when it comes to semantic segmentation. would you mind giving me some advice? thank you very much!

codermckee avatar Nov 11 '18 07:11 codermckee

There are many details in the implementation for reproducing SoTA result. Synchronized Batch Normalization is one of the most important key in semantic segmentation.

zhanghang1989 avatar Nov 11 '18 22:11 zhanghang1989

You may start with my repo https://hangzhang.org/PyTorch-Encoding/experiments/segmentation.html

zhanghang1989 avatar Nov 11 '18 22:11 zhanghang1989

You may start with my repo https://hangzhang.org/PyTorch-Encoding/experiments/segmentation.html

Thank you very much !

codermckee avatar Nov 12 '18 05:11 codermckee

@zhanghang1989 Can you also add the pretrained model on COCO? I see that has been published in GluonCV.

XiaLiPKU avatar Nov 12 '18 09:11 XiaLiPKU