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ResearchFormerly WizWand

Classification on UCF101

82.7AccuracyProposed
16.55633.72850.968.072Oct 17, 2022Apr 27, 2023Nov 5, 2023May 15, 2024Nov 23, 2024Jun 3, 2025Dec 13, 2025
Updated 7mo ago

Evaluation results

MethodLinks
ProposedShots=16, Venue=-2025.1282.7
OpenAI-CLIP ViT-LN=400M, Zero-shot=true2024.0975
PMRLsetting=zero-shot2025.0774.06
VASTsetting=zero-shot2025.0773.47
DINOv2-ARLN=20M, Zero-shot=true2024.0973.2
GRAMsetting=zero-shot2025.0771.78
LAION-CLIP ViT-LN=400M, Zero-shot=true2024.0971.6
DINOv2-MpNetN=20M, Zero-shot=true2024.0971
ImageBindsetting=zero-shot2025.0769.31
CLIPShots=0, Venue=ICML’222025.1266.7
LiT L16LN=112M, Zero-shot=true2024.0960
xCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1049.8
CLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1045
nCLIPBackbone=ViT-B/16, Pre-trained on=IT35M, Mode=Zero-shot2022.1042
LiTLwA-baseN=0.5M, Zero-shot=true2024.0926.6
LiTDA-baseN=0.5M, Zero-shot=true2024.0919.1