Video Classification on Kinetics-400 and Something-Something V2
75.53K400 AccuracyAdaptFormer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaptFormerParams (M)=1.19, FLOPS (G)=144.392024.03 | 75.53 | 45.36 | 60.45 | |
| Full tuningParams (M)=85.80, FLOPS (G)=142.532024.03 | 75.48 | 45.22 | 60.35 | |
| LoRAParams (M)=1.19, FLOPS (G)=142.532024.03 | 75.48 | 45.62 | 60.55 | |
| DyT + N = 4Params (M)=4.80, FLOPS (G)=105.452024.03 | 75.43 | 46.56 | 60.98 | |
| DyTParams (M)=1.19, FLOPS (G)=108.312024.03 | 75.28 | 45.43 | 60.36 | |
| Dynamic-FullParams (M)=85.80, FLOPS (G)=107.672024.03 | 74.63 | 44.94 | 59.79 | |
| VPTParams (M)=0.07, FLOPS (G)=148.442024.03 | 73.46 | 38.17 | 55.82 | |
| LinearParams (M)=0, FLOPS (G)=142.532024.03 | 69.04 | 27.64 | 48.34 |