Weekly Summary

  1. Simple Siamese network for self-supervised representation learning. Tested on ImageNet, and finetuning test on VOC segmentation every 10 epochs trained on ImageNet.
  2. ICLR, NIPS, CVPR new works searching and reading.

    Test Report

    download.pngdownload.png
    Interestingly, when the loss of pretext task reaches its lowest point, around 50~52 epoch, the transfer learning performance didn’t reach its highest as the pretext task did.

    Literature Review

    https://www.notion.so/ztang/e0508a76ff124e63ba3e2cfd9ec124b3?v=ab3d19395b6346c0b57288ad654a186c

    PixPro

    https://www.notion.so/ztang/PixPro-967a5232717f4c6b84dddb2773567784

    SimSiam

    https://www.notion.so/ztang/SimSiam-880082d4b85341d4b68a0324b7bab950

(链接用VPN打开会快一点）