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Image Classification on ImageNet and derived distribution shifts standard suite (test val)

88.3IN Accuracy (ref.)

WiSE-FT

Updated 17d ago

Evaluation Results

Method	Links
WiSE-FT 2021.09		88.3	80.4	93.3	71.1	68.6	81	78.4	82.8
ALIGN 2021.09		88.2	80.1	88.5	69.1	61	76.3	75	81.6
WiSE-FT 2021.09		87.9	81.6	94.5	73.6	84.1	83.2	83.4	85.7
WiSE-FT 2021.09		87.9	82.1	96	76.5	84.9	86.5	85	86.2
BASIC-L 2021.09		87.5	79.8	84.3	68	77.4	72.1	76.3	81.9
WiSE-FT 2021.09		87.1	79.5	90.3	65	72.1	81	77.4	81.9
CaRot 2026.05		87	79.3	88	62.7	-	72.7	-	75.6
WiSE-FT 2021.09		86.8	79.5	89.4	64.7	71.1	79.9	76.9	81.8
SAE-FT 2026.05		86.5	78.6	88.8	63.5	-	73.1	-	76
StarFT 2026.05		86.4	78.9	88.7	63.2	-	73.8	-	76.2
WiSE-FT 2021.09		86.3	79.2	93	71.1	67.8	81	78.4	82.3
CAR-FT 2026.05		86.3	76.8	84.2	60	-	66.6	-	71.9
CLIP ViT-L/14@336px 2021.09		86.2	76.8	79.8	57.9	63.3	65.4	68.6	77.4
BASIC-M 2021.09		86.2	77.8	84.9	64.3	75.3	63.7	73.2	79.7
WiSE-FT 2021.09		86.2	78.6	91.1	68.8	78	71.4	77.4	81.4
FLYP 2026.05		86.2	78.2	83.8	60.2	-	68.9	-	72.8
WiSE-FT 2026.05		86.1	78.1	88.5	63.6	-	72.9	-	75.8
WiSE-FT 2021.09		85.6	78.5	90.2	68.6	78	71.1	77.3	81.4
BASIC-L 2021.09		85.6	80.5	95.7	76.2	82.3	85.7	84.1	84.8
WiSE-FT 2021.09		85.4	77.8	89.3	64.5	66	66.6	72.5	78.6
JFT pre-trained ViT-H 2021.09		85.1	77.6	84.9	62.8	63.1	60.8	69.8	77.6
FT 2026.05		84.7	75.3	75.4	54.4	-	55.7	-	65.2
WiSE-FT 2021.09		82.9	75.4	89.3	63.8	65.8	66.2	72.1	77.5
WiSE-FT 2021.09		82.6	73.2	80.1	54.1	57.7	54.6	63.5	72.3
WiSE-FT 2021.09		81.7	72.8	78.7	53.9	57.3	52.2	63	72.3
BASIC-M 2021.09		81.4	74.1	90.6	67.4	73.5	66.7	74.5	78
CLIP ViT-B/16 2021.09		81.3	70.9	65.6	46.3	49.6	36.7	53.8	67.5
CLIP ViT-L/14@336px 2021.09		76.6	70.5	89	60.9	68.5	77.6	73.3	74.9
ALIGN 2021.09		76.4	70.1	92.1	67.9	67.2	75.9	74.6	75.5
Zero-shot 2026.05		75.6	69.9	87.9	59.6	-	70.8	-	72
JFT pre-trained ViT-H 2021.09		72.9	66.1	85.9	57	59.2	58.4	65.3	69.1
CLIP ViT-B/16 2021.09		68.3	61.9	77.6	48.2	53	49.8	58.1	63.2