Few-shot Action Recognition on Kinetics
96.4Accuracy (5-shot)HR2G-shot
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HR2G-shotPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 96.4 | — | 95.2 | |
| MA-FSARPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 96 | — | 95.7 | |
| CLIP-FSARPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 95.4 | — | 94.8 | |
| MVP-shotPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 95.1 | — | 91 | |
| EMP-NetPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 93.5 | — | 89.1 | |
| CapFSARPre-training=CLIP-ViT-B, K-way=5-way2025.04 | 93.1 | — | 84.9 | |
| TEAMPre-training=INet-ViT-B, K-way=5-way2025.04 | 92.9 | — | 83.3 | |
| CLIP-FSARPre-training=CLIP-RN50, K-way=5-way2025.04 | 91.9 | — | 87.6 | |
| CLIP-FreezePre-training=CLIP-ViT-B, K-way=5-way2025.04 | 91.9 | — | 78.9 | |
| A2M2-NetPre-training=INet-RN50, K-way=5-way2025.04 | 87.5 | — | 74.5 | |
| MTFANPre-training=INet-RN50, K-way=5-way2025.04 | 87.4 | — | 74.6 | |
| GgHMPre-training=INet-RN50, K-way=5-way2025.04 | 87.4 | — | 74.9 | |
| SloshNetPre-training=INet-RN50, K-way=5-way2025.04 | 87 | — | — | |
| AmeFuNetPre-training=INet-RN50, K-way=5-way2025.04 | 86.8 | — | 74.1 | |
| STRMPre-training=INet-RN50, K-way=5-way2025.04 | 86.7 | — | 62.9 | |
| HyRSMPre-training=INet-RN50, K-way=5-way2025.04 | 86.1 | — | 73.7 | |
| TRXPre-training=INet-RN50, K-way=5-way2025.04 | 85.9 | — | 63.6 | |
| OTAMPre-training=INet-RN50, K-way=5-way2025.04 | 85.8 | — | 73 | |
| TA2NPre-training=INet-RN50, K-way=5-way2025.04 | 85.8 | — | 72.8 | |
| HCLPre-training=INet-RN50, K-way=5-way2025.04 | 85.8 | — | 73.7 | |
| MoLoPre-training=INet-RN50, K-way=5-way2025.04 | 85.6 | — | 74 | |
| CMNPre-training=INet-RN50, K-way=5-way2025.04 | 78.9 | — | 60.5 | |
| HyRSMsetting=Any-shot2024.07 | — | 79.5 | — | |
| MoLosetting=Any-shot2024.07 | — | 80.9 | — | |
| SOAP-Netsetting=Any-shot2024.07 | — | 87.4 | — | |
| TRXsetting=Any-shot2024.07 | — | 79.3 | — |