Image Classification on 11-Dataset Suite + ImageNet (Few-shot CLIP RN50) benchmark leaderboard · SOTA2 Research

Image Classification on 11-Dataset Suite + ImageNet (Few-shot CLIP RN50)

89.97OxfordPets AccuracyCRoFT

Evaluation Results

Method	Links
CRoFT2024.05		89.97	84.54	93.27	67.26	38.85	95.66	78.43	79.44	71.9	76.09	65.2	76.42
Tip-Adapter-F2024.05		89.7	84.54	92.86	66.55	35.55	94.8	78.03	79.43	71.47	75.74	65.51	75.83
CRoFT2024.05		88.96	78.23	92.17	63.24	33.39	94.03	75.5	78.36	69.79	70.17	63.78	73.42
CRoFT2024.05		88.28	75.15	91.44	59.34	27.06	91.47	71.72	78.35	68.05	66.61	62.88	70.94
Tip-Adapter2024.05		88.14	70.54	90.18	60.93	29.76	89.89	70.58	77.83	66.85	66.77	62.01	70.32
Tip-Adapter-F2024.05		88.09	77.93	91.44	62.71	30.21	91.51	74.25	78.64	68.87	69.25	64	72.45
Adapter2024.05		87.84	84.43	92.49	65.96	32.1	93.9	76.76	78.25	69.55	74.01	63.59	74.44
Adapter2024.05		87.65	77.93	91.4	61	26.25	91.72	73.3	78.04	67.5	67.89	62.68	71.4
Tip-Adapter-F2024.05		87.54	74.12	90.56	57.39	25.8	88.83	70.55	78.24	66.21	64.57	62.52	69.67
Adapter2024.05		87.46	73.38	89.98	56.86	22.59	87.17	69.05	77.92	65.96	62.45	61.84	68.61
Tip-Adapter2024.05		87.03	61.68	88.44	49.47	21.21	79.13	64.74	77.52	62.7	57.93	60.96	64.62
Tip-Adapter2024.05		87.03	67.95	89.83	58.63	25.59	87.98	68.68	77.76	65.62	62.93	61.45	68.5
Tip-Adapter-F2024.05		87.03	66.15	89.74	53.72	23.19	82.3	66.43	77.81	63.64	61.5	61.69	66.65
CoOp2024.05		87.01	83.53	91.83	63.58	31.26	94.51	75.71	74.67	69.26	73.36	62.95	73.42
Tip-Adapter-F2024.05		87	59.53	89.33	49.65	20.22	79.98	64.87	77.51	62.5	58.86	61.13	64.6
CRoFT2024.05		86.86	67.6	90.47	55.32	24.51	85.91	69.07	77.9	65.87	62.17	62.31	68
Adapter2024.05		86.73	63.9	89.37	51.48	20.1	81.61	67.12	77.22	63.29	58.74	61.52	65.55
CoOp2024.05		86.7	70.18	89.55	53.49	21.87	86.2	67.03	73.33	63.47	62.62	59.99	66.77
Tip-Adapter2024.05		86.45	65.32	89.39	53.96	22.41	83.8	66.46	77.54	64.15	61.45	60.98	66.54
CRoFT2024.05		86.43	64.64	89.49	50.18	21.81	81.45	66.3	77.36	63.03	58.86	61.61	65.56
Tip-Adapter2024.05		86.1	54.38	87.18	46.22	19.05	73.12	62.6	77.42	61.3	57.54	60.7	62.33
Adapter2024.05		85.99	61.4	88.6	45.8	17.49	73.49	62.2	76.82	61.3	55.13	61.2	62.67
CoOp2024.05		85.89	50.63	87.53	44.39	9.64	68.12	61.92	74.32	60.29	55.59	57.15	59.59
ZS CLIP2024.05		85.77	37.56	86.29	42.32	17.28	66.14	61.46	77.31	58.52	55.74	60.32	56.69
CoOp2024.05		85.32	76.73	90.21	59.97	26.13	91.18	71.94	71.82	65.52	68.43	61.56	69.89
CoOp2024.05		82.64	61.5	87.93	45.15	18.68	77.51	64.09	72.49	59.48	58.28	57.81	62.32