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ResearchFormerly WizWand

Image Classification on ImageNet New classes

73.92New Accuracy (%)TEn
51.102457.026262.9568.8738Nov 28, 2023Mar 29, 2024Jul 30, 2024Nov 30, 2024Apr 2, 2025Aug 3, 2025Dec 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
TEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1173.92
TFEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1171.5
FARLProtocol=Base-to-novel generalization2025.1271.33
MMAProtocol=Base-to-novel generalization2025.1271.23
MMRLProtocol=Base-to-novel generalization2025.1271.13
MetaPromptProtocol=Base-to-novel generalization2025.1270.83
MaPLeProtocol=Base-to-novel generalization2025.1270.54
CoCoOpProtocol=Base-to-novel generalization2025.1270.43
Mean Ensemblemodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1170
KgCoOpProtocol=Base-to-novel generalization2025.1269.96
PLOTProtocol=Base-to-novel generalization2025.1269.87
TCPProtocol=Base-to-novel generalization2025.1269.87
ProVPProtocol=Base-to-novel generalization2025.1269.21
CLIPProtocol=Base-to-novel generalization2025.1268.14
TEnmodels=(BLIP, BLIP2)2023.1166.83
CoOpProtocol=Base-to-novel generalization2025.1266.31
CLIP-ViT-B/32mode=Zero-shot2023.1164.02
TFEnmodels=(BLIP, BLIP2)2023.1163.23
Mean Ensemblemodels=(BLIP, BLIP2)2023.1161.36
BLIPmode=Zero-shot2023.1155.75
BLIP2mode=Zero-shot2023.1151.98