List your company
ResearchFormerly WizWand

Image Classification on ImageNet Base

78.26Top-1 AccuracyPromptAlign
27.45640.645553.83567.0245Nov 2, 2023Mar 8, 2024Jul 13, 2024Nov 17, 2024Mar 24, 2025Jul 29, 2025Dec 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PromptAlign2023.1178.26
FARLProtocol=Base-to-novel generalization2025.1278.03
MMRLProtocol=Base-to-novel generalization2025.1277.8
MaPLe+TPTtest-time prompt tuning=true2023.1177.73
MetaPromptProtocol=Base-to-novel generalization2025.1277.52
MMAProtocol=Base-to-novel generalization2025.1277.31
PLOTProtocol=Base-to-novel generalization2025.1277.3
TCPProtocol=Base-to-novel generalization2025.1277.27
MaPLe2023.1176.67
MaPLeProtocol=Base-to-novel generalization2025.1276.66
CoOpProtocol=Base-to-novel generalization2025.1276.46
CoCoOpProtocol=Base-to-novel generalization2025.1275.98
KgCoOpProtocol=Base-to-novel generalization2025.1275.83
ProVPProtocol=Base-to-novel generalization2025.1275.82
ProDA2023.1175.4
CLIPProtocol=Base-to-novel generalization2025.1272.43
TEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1171.04
TFEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1170.1
Mean Ensemblemodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.1168.86
CLIP-ViT-B/32mode=Zero-shot2023.1167.45
TEnmodels=(BLIP, BLIP2)2023.1154.74
TFEnmodels=(BLIP, BLIP2)2023.1152.65
BLIPmode=Zero-shot2023.1150.54
Mean Ensemblemodels=(BLIP, BLIP2)2023.1150.47
BLIP2mode=Zero-shot2023.1129.41