Our new X account is live! Follow @wizwand_team for updates

Few-shot Image Classification on ImageNet (test)

70.03Accuracy (1-shot)

MMRL++

Updated 4d ago

Evaluation Results

Method	Links
MMRL++ 2025.05		70.03	70.97	71.47	72.17	73	-
CoCoOp 2025.03		69.43	69.78	70.39	70.63	70.83	-
CoCoOp 2025.05		69.43	69.78	70.39	70.63	70.83	-
MMA 2025.03		69.17	70.37	71	71.77	73.13	-
MMA 2025.05		69.17	70.37	71	71.77	73.13	-
MMRL 2025.03		69	70.3	71.4	72.33	73.4	-
MMRL 2025.05		69	70.3	71.4	72.33	73.4	-
PromptSRC 2025.03		68.13	69.77	71.07	72.33	73.17	-
PromptSRC 2025.05		68.13	69.77	71.07	72.33	73.17	-
CoOp 2025.03		66.33	67.07	68.73	70.63	71.87	-
CoOp 2025.05		66.33	67.07	68.73	70.63	71.87	-
MaPLe 2025.03		62.67	65.1	67.7	70.3	72.33	-
MaPLe 2025.05		62.67	65.1	67.7	70.3	72.33	-
Linear probe CLIP 2025.03		32.13	44.88	54.85	62.23	67.31	-
Linear probe CLIP 2025.05		32.13	44.88	54.85	62.23	67.31	-
CLIP 2026.02		-	-	-	-	-	66.7
CLIP-LoRA 2026.02		-	-	-	-	-	70.3
+HFM 2026.02		-	-	-	-	-	70
CLIP-LoRA 2026.02		-	-	-	-	-	71.4
+HFM 2026.02		-	-	-	-	-	72.1
CLIP-LoRA 2026.02		-	-	-	-	-	73.4
+HFM 2026.02		-	-	-	-	-	73.6