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MODEL_ZOO.md

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Model Zoo

Method Pre-train Data & Checkpoint Extra Label Backbone #Frame x Sample Rate Script & Log & Checkpoint mAP
VideoMAE Kinetics-400 checkpoint ✗ ViT-S 16x4 script/log/checkpoint 22.5
VideoMAE Kinetics-400 checkpoint ✓ ViT-S 16x4 script/log/checkpoint 28.4
VideoMAE Kinetics-400 checkpoint ✗ ViT-B 16x4 script/log/checkpoint 26.7
VideoMAE Kinetics-400 checkpoint ✓ ViT-B 16x4 script/log/checkpoint 31.8
VideoMAE Kinetics-400 checkpoint ✗ ViT-L 16x4 script 34.3
VideoMAE Kinetics-400 checkpoint ✓ ViT-L 16x4 script 37.0
VideoMAE Kinetics-400 checkpoint ✗ ViT-H 16x4 script 36.5
VideoMAE Kinetics-400 checkpoint ✓ ViT-H 16x4 script 39.5

Note:

  • Extra Label ✗ means only unlabelled data is used during the pre-training phase.