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

Image Classification on 10 Fine-Grained Datasets Generalization Suite

75.39Flower102 Accuracy

PromptKD + MERGETUNE

Updated 3d ago

Evaluation Results

Method
PromptKD + MERGETUNE 2026.01	75.39	55.74	92.01	74.17	77.12	93.95	89.32	68.61	26.58	63.94	71.68
PromptKD 2026.01	75.33	55.08	91.59	73.93	76.39	93.61	88.84	68.57	26.24	63.74	71.33
PromptKD + DARE 2026.01	74.26	54.26	90.36	73.26	75.19	93.26	88.36	67.47	25.14	63.03	70.46
POMP 2023.04	72.4	46.2	89.5	66.8	68.5	95	86.3	67.7	25.6	52.1	67
MaPLe 2023.04	72.2	46.5	90.5	65.6	68.7	93.5	86.2	67	24.7	48.1	66.3
CoCoOp 2023.04	71.9	45.7	90.1	65.3	68.2	94.4	86.1	67.4	22.9	45.4	65.7
CoCoOp 2022.09	71.59	45.48	90.2	65.17	68.77	94.15	84.83	67.07	22.95	42.13	65.23
MMA + MERGETUNE 2026.01	71.46	46.22	90.43	66.11	69.23	94.28	86.26	67.59	25.26	46.16	66.3
Bayesian Prompt Learning 2022.10	70.9	46.1	90.63	65	68.67	93.67	86.3	67.47	24.93	45.87	65.95
VPT 2023.04	70.9	46.1	90.6	65	68.7	93.7	86.3	67.5	24.9	45.9	66
KgCoOp + MERGETUNE 2026.01	70.85	47.46	90.41	66.15	70.42	94.24	86.57	66.63	24.12	48.41	66.53
CLIP 2026.01	70.7	44.3	89.1	65.7	67.6	93.3	85.9	62.6	24.9	48.3	65.24
LASP 2023.04	70.5	45.5	89.4	64.8	68.2	94.5	86.3	67	23	48.3	65.8
CoOp + MERGETUNE 2026.01	70.4	46.53	89.97	65.67	68.71	93.96	86.43	66.35	23.88	46.12	65.8
CoCoOp 2022.10	70.2	45.73	90.14	65.5	68.21	94.43	86.06	67.36	22.94	45.37	65.59
KgCoOp 2026.01	70.01	46.35	89.83	65.41	68.5	93.92	86.36	66.16	22.51	46.04	65.51
MMA 2026.01	69.86	45.26	89.65	65.41	68.82	93.8	85.79	67.31	24.47	43.7	65.41
PromptKD + TIES 2026.01	69.36	50.36	89.25	70.35	72.54	91.35	86.26	64.75	23.74	60.68	67.86
KgCoOp + DARE 2026.01	69.29	45.09	88.15	64.81	66.06	93.66	86.16	64.64	22.24	45.38	64.55
TPT 2024.05	68.86	46.99	87.22	66.36	68	94.12	84.63	65.41	23.1	42.93	64.76
TPT 2022.09	68.79	46.79	87.09	66.38	67.86	94.13	84.67	65.41	23.44	42.78	64.73
CoOp 2022.10	68.71	41.92	89.14	64.51	66.55	93.7	85.3	64.15	18.47	46.39	63.88
CoOp 2026.01	68.71	41.92	89.14	64.51	66.55	93.7	85.3	64.15	18.47	46.39	63.88
CoOp 2023.04	68.7	41.9	89.1	64.5	66.6	93.7	85.3	64.2	18.5	46.4	63.9
MTA 2024.05	68.26	45.59	88.22	68.05	68.11	94.13	84.95	64.98	25.32	38.71	64.63
CoOp 2022.09	68.25	42.34	89.38	63.35	67.17	92.82	83.74	64.51	19.99	40.22	63.18
MTA + E. 2024.05	68.06	45.9	88.24	68.47	68.69	94.21	85	66.67	25.2	45.36	65.58
CLIP + E. 2024.05	67.8	46.04	88.42	66.14	66.77	93.87	83.83	66.02	23.88	48.8	65.16
CLIP 2022.09	67.44	44.27	88.25	65.48	65.13	93.35	83.65	62.59	23.67	42.01	63.58
CLIP 2024.05	67.44	44.27	88.25	65.48	65.13	93.35	83.65	62.59	23.67	42.01	63.58
hard prompt 2023.04	67.4	44.3	88.2	65.6	65.1	93.3	85.3	62.6	23.7	42	63.7
CoOp + TIES 2026.01	67.4	44.39	88.25	65.51	65.24	93.31	85.23	62.56	23.91	42.22	63.8
KgCoOp + TIES 2026.01	66.92	41.75	87.56	64.33	65.74	91.94	85.53	63.66	21.69	46.36	63.55
MMA + DARE 2026.01	66.45	40.44	87.14	63.25	65.35	91.24	84.43	62.12	19.46	42.89	62.28
CoOp + DARE 2026.01	66.32	38.55	86.4	62.87	64.68	89.67	84.27	60.27	18.07	45.65	61.67
MMA + TIES 2026.01	65.35	38.35	86.21	62.46	64.13	90.54	84.21	60.33	17.98	41.69	61.13
TPT 2022.09	65.11	41.43	84.42	58.53	60.64	87.23	75.02	61.46	17.6	28.46	57.76
CoCoOp 2022.09	62.8	39.14	87.83	56.4	58.57	86.95	76.18	60.62	15.13	28.79	57.47
CLIP 2022.09	61.75	40.37	83.57	55.7	58.84	85.88	73.97	58.8	15.66	23.69	53.82
CoOp 2022.09	61.62	37.77	87.24	55.72	59.89	87.23	75.86	59.28	15.2	25.43	56.52