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vikolss / DACS

Code from the paper "DACS: Domain Adaptation via Cross-domain Mixed Sampling"
MIT License
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mIoU Scores using Backbones pretrained only on ImageNet instead of ImageNet+MSCOCO? #9

Closed ferric123 closed 3 years ago

ferric123 commented 3 years ago

Interesting Work! All the methods you compared in the table were using resnet-101 pretrained only on ImageNet, it would be also interesting to know what the mIoU scores of DACS are if trained using the same backbone. Are there any ablation experiments for this? Thanks!

WilhelmT commented 3 years ago

Hello.

We have not performed the experiments ourselves on ImageNet pretraining. However, this has been done as part of another work (see https://github.com/qinenergy/corda/issues/2), where they even found a slight performance increase when rerunning DACS with Imagenet weights.