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ResearchFormerly WizWand

Video Classification on Kinetics-400 83 (test)

90Top-1 AccVideoMAE V2-g
81.6883.848688.16Aug 10, 2023
Updated 8mo ago

Evaluation results

MethodLinks
VideoMAE V2-gPre-training=Large-scale, Resolution=266x266, #frames=64, GFLOPs × views=26716×3×22023.0890
MTV-HPre-training=Large-scale, Resolution=280x280, #frames=32, GFLOPs × views=6130×3×42023.0889.9
TAdaFormer-L/14Pre-training=CLIP+K710, #frames=64, #param.=364M, GFLOPs × views=2812×3×42023.0889.9
UniFormerV2-L/14Pre-training=CLIP+K710, #frames=32, #param.=354M, GFLOPs × views=~2667×3×42023.0889.5
TAdaFormer-L/14Pre-training=CLIP+K710, #frames=32, #param.=364M, GFLOPs × views=1406×3×42023.0889.5
UniFormerV2-L/14Pre-training=CLIP+K710, #frames=16, #param.=354M, GFLOPs × views=~1334×3×42023.0889.1
TAdaFormer-L/14Pre-training=CLIP+K710, #frames=16, #param.=364M, GFLOPs × views=703×3×42023.0888.9
UniFormerV2-L/14Pre-training=CLIP+K710, #frames=8, #param.=354M, GFLOPs × views=~667×3×42023.0888.8
TAdaFormer-L/14Pre-training=CLIP, #frames=16, #param.=364M, GFLOPs × views=703×3×42023.0887.6
EVL ViT-L/14Pre-training=CLIP, #frames=32, #param.=363M, GFLOPs × views=2696×3×12023.0887.3
CoVeRPre-training=JFT-3B, #frames=162023.0887.2
ST-Adapter-L/14Pre-training=CLIP, #frames=32, #param.=347M, GFLOPs × views=2749×3×12023.0887.2
X-CLIP-L/14Pre-training=CLIP, #frames=8, GFLOPs × views=658×3×42023.0887.1
MaskFeatPre-training=Large-scale, #frames=40, #param.=218M, GFLOPs × views=3790×3×42023.0887
TAdaFormer-B/16Pre-training=CLIP+K710, #frames=16, #param.=104.1M, GFLOPs × views=153×3×42023.0886.6
TAdaConvNeXtV2-BPre-training=CLIP+K710, #frames=32, #param.=145.7M, GFLOPs × views=324×3×42023.0886.4
TAdaConvNeXtV2-SPre-training=CLIP+K710, #frames=32, #param.=82.2M, GFLOPs × views=183×3×42023.0886.1
UniFormerV2-B/16Pre-training=CLIP+K710, #frames=8, #param.=115M, GFLOPs × views=~150×3×42023.0885.6
MARPre-training=Large-scale, #frames=16, #param.=311M, GFLOPs × views=276×3×52023.0885.3
MAE-STPre-training=Large-scale, #frames=16, #param.=632M, GFLOPs × views=1193×3×72023.0885.1
X-CLIP-B/16Pre-training=CLIP, #frames=16, GFLOPs × views=287×3×42023.0884.7
TAdaFormer-B/16Pre-training=CLIP, #frames=16, #param.=104.1M, GFLOPs × views=153×3×42023.0884.5
UniFormerV2-B/16Pre-training=CLIP, #frames=8, #param.=115M, GFLOPs × views=~150×3×42023.0884.4
EVL ViT-B/16Pre-training=CLIP, #frames=32, #param.=115M, GFLOPs × views=592×3×12023.0884.2
ViFi-CLIPPre-training=CLIP, #frames=16, #param.=124.7M, GFLOPs × views=281×4×32023.0883.9
ST-Adapter-B/16Pre-training=CLIP, #frames=32, #param.=93M, GFLOPs × views=607×3×12023.0882