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ResearchFormerly WizWand

Action Recognition on HMDB-51 (Top-1 Accuracy)

70.1Top-1 AccuracySimVA
38.48446.69254.963.108May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SimVAK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0570.1
TC-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0568.8
OSTK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0568.2
BDC-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0567.5
SimVAK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0567.5
ViFi-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0566.8
TC-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0565.5
BDC-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0565.3
OSTK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0564.9
ViFi-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0564.5
X-CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0564
SimVAK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0564
TC-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0563.3
BDC-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0563.1
OSTK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0562.9
X-CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0562.8
ViFi-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0562.7
A5K (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0562.4
SimVAK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0560.7
BDC-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0559.2
ActionCLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0559.1
OSTK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0559.1
TC-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0558.6
ActionCLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0557.9
ActionCLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0557.3
X-CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0557.3
ViFi-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0557.2
A5K (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0556
X-CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0553
A5K (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0550.7
ActionCLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0547.5
CLIPK (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0541.9
CLIPK (Shots)=4, Few-shot setting=true, Fine-tuned from CLIP=true2026.0541.9
CLIPK (Shots)=8, Few-shot setting=true, Fine-tuned from CLIP=true2026.0541.9
CLIPK (Shots)=16, Few-shot setting=true, Fine-tuned from CLIP=true2026.0541.9
A5K (Shots)=2, Few-shot setting=true, Fine-tuned from CLIP=true2026.0539.7