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ResearchFormerly WizWand

Image Classification on ImageNet (1-shot to 16-shot Accuracy)

70.761-shot AccManiPT

Evaluation results

Method	Links
ManiPT2026.02		70.76	71.41	72.35	73.7	75.13
CoCoOp2026.02		69.43	69.78	70.39	70.63	70.83
PromptSRC2026.02		68.13	69.77	71.07	72.33	73.17
CoOp2026.02		66.33	67.07	68.73	70.63	71.87
MaPLe2026.02		62.67	65.1	67.7	70.3	72.33
Linear probe CLIP2026.02		32.13	44.88	54.85	62.23	67.31