Weekly Summary

  1. Reviewed FCN and ResNet architecture
  2. Familiarized myself with mmsegmentation toolbox
  3. Completed torchvision-style ResNet to mmseg-style ResNet model conversion
  4. Done some lightweight testing using MoCo pre-trained ResNet-50 weight with FCN head

    To-do’s

  • Reproduce fully-supervised ImageNet pre-training with FCN head finetuning on VOC segmentation benchmark
  • Convert SimCLR (tensorflow model) to pytorch
  • Test with SimCLR