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

89.97OxfordPets Accuracy

CRoFT

Updated 7d ago

Evaluation Results

Method
CRoFT 2024.05	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-F 2024.05	89.7	84.54	92.86	66.55	35.55	94.8	78.03	79.43	71.47	75.74	65.51	75.83
CRoFT 2024.05	88.96	78.23	92.17	63.24	33.39	94.03	75.5	78.36	69.79	70.17	63.78	73.42
CRoFT 2024.05	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-Adapter 2024.05	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-F 2024.05	88.09	77.93	91.44	62.71	30.21	91.51	74.25	78.64	68.87	69.25	64	72.45
Adapter 2024.05	87.84	84.43	92.49	65.96	32.1	93.9	76.76	78.25	69.55	74.01	63.59	74.44
Adapter 2024.05	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-F 2024.05	87.54	74.12	90.56	57.39	25.8	88.83	70.55	78.24	66.21	64.57	62.52	69.67
Adapter 2024.05	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-Adapter 2024.05	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-Adapter 2024.05	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-F 2024.05	87.03	66.15	89.74	53.72	23.19	82.3	66.43	77.81	63.64	61.5	61.69	66.65
CoOp 2024.05	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-F 2024.05	87	59.53	89.33	49.65	20.22	79.98	64.87	77.51	62.5	58.86	61.13	64.6
CRoFT 2024.05	86.86	67.6	90.47	55.32	24.51	85.91	69.07	77.9	65.87	62.17	62.31	68
Adapter 2024.05	86.73	63.9	89.37	51.48	20.1	81.61	67.12	77.22	63.29	58.74	61.52	65.55
CoOp 2024.05	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-Adapter 2024.05	86.45	65.32	89.39	53.96	22.41	83.8	66.46	77.54	64.15	61.45	60.98	66.54
CRoFT 2024.05	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-Adapter 2024.05	86.1	54.38	87.18	46.22	19.05	73.12	62.6	77.42	61.3	57.54	60.7	62.33
Adapter 2024.05	85.99	61.4	88.6	45.8	17.49	73.49	62.2	76.82	61.3	55.13	61.2	62.67
CoOp 2024.05	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 CLIP 2024.05	85.77	37.56	86.29	42.32	17.28	66.14	61.46	77.31	58.52	55.74	60.32	56.69
CoOp 2024.05	85.32	76.73	90.21	59.97	26.13	91.18	71.94	71.82	65.52	68.43	61.56	69.89
CoOp 2024.05	82.64	61.5	87.93	45.15	18.68	77.51	64.09	72.49	59.48	58.28	57.81	62.32