1. The experimental comparisons are not enough. Some methods like MoCo and SimCLR also test the results with wider backbones like ResNet50 (2×) and ResNet50 (4×). It would be interesting to see the results of proposed InvP with these wider backbones. 2. Some methods use epochs and pretrain epochs as 200, while the reported InvP uses 800 epochs. What are the results of InvP with epochs as 200? It would be more clear after adding these results into the tables. 3. The proposed method adopts memory bank to update vi, as detailed in the beginning of Sec.3. What the results would be when adopting momentum queue and current batch of features? As the results of SimCLR and MoCo are better than InsDis, it would be nice to have those results.
1. The experimental comparisons are not enough. Some methods like MoCo and SimCLR also test the results with wider backbones like ResNet50 (2×) and ResNet50 (4×). It would be interesting to see the results of proposed InvP with these wider backbones.