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ResearchFormerly WizWand

Image Classification on Pets (Metrics: Base, New, HM)

96.8Base AccuracyGalLoP+CAKI
91.0892.56594.0595.535Oct 1, 2024Jan 6, 2025Apr 13, 2025Jul 19, 2025Oct 24, 2025Jan 29, 2026May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GalLoP+CAKIsetting=16-shot2026.0596.898.697.7
CDC2024.1096.079897.02
PromptSRC+CAKIsetting=16-shot2026.0595.897.996.8
GalLoPsetting=16-shot2026.0595.897.996.8
MaPLe+CAKIsetting=16-shot2026.0595.797.696.6
TCP+CAKIsetting=16-shot2026.0595.69896.8
MaPLe2024.1095.4397.7696.58
CoCoOpsetting=16-shot2026.0595.397.596.4
PromptSRCsetting=16-shot2026.0595.397.696.4
CoCoOp2024.1095.297.6996.43
MaPLesetting=16-shot2026.0595.297.396.2
TCPsetting=16-shot2026.0595.197.796.3
CoOpsetting=16-shot2026.0594.496.195.2
CoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0594.498.196.2
MaPLe+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0594.297.395.7
PromptSRC+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0594.197.495.7
MaPLeShot setting=1-shot, Backbone=ViT-B/162026.0593.996.895.3
CoCoOp+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0593.897.295.5
GalLoP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0593.898.396
CoOp2024.1093.6795.2994.47
CoOpShot setting=1-shot, Backbone=ViT-B/162026.0593.697.295.4
CoCoOpShot setting=1-shot, Backbone=ViT-B/162026.0593.697.195.3
TCP+CAKIShot setting=1-shot, Backbone=ViT-B/162026.0593.697.795.6
PromptSRCShot setting=1-shot, Backbone=ViT-B/162026.0593.597.295.3
GalLoPShot setting=1-shot, Backbone=ViT-B/162026.0593.397.595.4
TCPShot setting=1-shot, Backbone=ViT-B/162026.0592.69794.8
CLIPShot setting=1-shot, Backbone=ViT-B/162026.0591.397.494.3