Action Recognition on UCF101 (Pruning Analysis)
4Pruning RateDANCE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DANCEBackbone=R(2+1)D, Sparsity Scheme=Our method2026.03 | 4 | 91.5 | 93.05 | 1.55 | |
| DANCEBackbone=C3D, Sparsity Scheme=Our method2026.03 | 3.49 | 87.9 | 87.93 | 0.03 | |
| KGSBackbone=R(2+1)D, Sparsity Scheme=KGS2026.03 | 3.2 | 94.5 | 92 | -2.5 | |
| KGRCBackbone=C3D, Sparsity Scheme=KGRC2026.03 | 3.04 | 82.82 | 80.21 | -2.61 | |
| KGRCBackbone=R(2+1)D, Sparsity Scheme=KGRC2026.03 | 3.02 | 94.5 | 92.65 | -1.85 | |
| FilterBackbone=R(2+1)D, Sparsity Scheme=Filter2026.03 | 2.6 | 94.5 | 90.5 | -4 | |
| VanillaBackbone=R(2+1)D, Sparsity Scheme=Vanilla2026.03 | 2.6 | 94.5 | 91.7 | -2.8 | |
| FPBackbone=C3D, Sparsity Scheme=FP2026.03 | 2.02 | 82.77 | 75.44 | -7.33 | |
| TPBackbone=C3D, Sparsity Scheme=TP2026.03 | 2.02 | 82.77 | 70 | -12.77 | |
| MDPBackbone=C3D, Sparsity Scheme=MDP2026.03 | 2 | 82.77 | 76.82 | -5.95 | |
| MDP+KDBackbone=C3D, Sparsity Scheme=MDP+KD2026.03 | 2 | 82.77 | 80.1 | -2.67 | |
| DCPBackbone=C3D, Sparsity Scheme=DCP2026.03 | 1.99 | 82.77 | 71.72 | -11.05 | |
| KGCBackbone=C3D, Sparsity Scheme=KGC2026.03 | 1.93 | 82.82 | 81.39 | -1.43 | |
| KGRBackbone=C3D, Sparsity Scheme=KGR2026.03 | 1.76 | 82.82 | 81.84 | -0.98 |