Video Action Recognition on HMDB51 (Accuracy)
74.5AccuracyHR2G-shot
Evaluation Results
| Method | Links | |
|---|---|---|
| HR2G-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.04 | 74.5 | |
| CLIP-FSARBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.04 | 72.5 | |
| MVP-shotBackbone=ResNet-based CLIP, Few-shot Setting=5-way 1-shot2025.04 | 72.5 | |
| MCNBackbone=R3D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.08 | 54.8 | |
| MCNBackbone=R(2+1)D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.08 | 54.5 | |
| CoCLRBackbone=S3D, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.08 | 52.1 | |
| IICBackbone=R3D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 38.3 | |
| PPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 35.9 | |
| PRPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 35 | |
| MarsBackbone=C3D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 32.6 | |
| VCPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 32.2 | |
| ST-puzzleBackbone=R3D, Resolution=224, Pre-trained=UCF101, Fine-tuning=true2021.08 | 31.3 | |
| VCOPBackbone=R(2+1)D, Resolution=112, Pre-trained=UCF101, Fine-tuning=true2021.08 | 30.9 | |
| CMCBackbone=CaffeNet, Resolution=128, Pre-trained=UCF101, Fine-tuning=true2021.08 | 26.7 | |
| JigsawBackbone=UCF101, Resolution=225, Pre-trained=UCF101, Fine-tuning=true2021.08 | 22.5 | |
| OPNBackbone=VGG, Resolution=227, Pre-trained=UCF101, Fine-tuning=true2021.08 | 22.1 |