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Image Classification on ImageNet A

94.47Top-1 Acc

Best model on each test set (oracle)

Updated 19h ago

Evaluation Results

Method
Best model on each test set (oracle) 2022.03	94.47	-	-	-	-	-
Greedy soup 2022.03	94.17	-	-	-	-	-
Greedy ensemble 2022.03	94.05	-	-	-	-	-
Best model on held out val set 2022.03	93.13	-	-	-	-	-
ViT-G/14 greedy soup 2022.03	92.67	-	-	-	-	-
PEcore G 2026.02	92.6	-	-	-	-	-
PEcore G (image only) 2026.02	91.2	-	-	-	-	-
SigLIP2-g-opt 2026.02	90.5	-	-	-	-	-
CoCa 2022.05	90.2	-	-	-	-	-
CoCa 2022.03	90.2	-	-	-	-	-
CoCa 2022.09	90.2	-	-	-	-	-
LiT-22B 2026.02	90.1	-	-	-	-	-
22B ema 2023.02	89.12	-	-	-	-	-
PEcore L 2026.02	89	-	-	-	-	-
EVA 18B+ 2026.02	88.9	-	-	-	-	-
22B 2023.02	88.55	-	-	-	-	-
e/14 ema 2023.02	88.44	-	-	-	-	-
LiT ViT-e 2022.09	88	-	-	-	-	-
22B 2023.02	87.95	-	-	-	-	-
EVA-CLIP-18B 2025.05	87.3	-	-	-	-	-
EVA 18B 2026.02	87.3	-	-	-	-	-
e/14 ema 2023.02	87.16	-	-	-	-	-
G/14 ema 2023.02	86.95	-	-	-	-	-
MetaCLIP+ViSE 2026.02	86.641	-	-	-	-	-
Only ViSE 2026.02	86.641	-	-	-	-	-
Lion 2023.02	86.4	-	-	-	-	-
KD 2B to ViT-H, M+V+L4 2026.02	86.26	-	-	-	-	-
g/14 ema 2023.02	86.12	-	-	-	-	-
CoCa-Large 2022.05	85.7	-	-	-	-	-
BASIC 2022.05	85.6	-	-	-	-	-
BASIC-L 2022.03	85.6	-	-	-	-	-
BASIC 2021.11	85.6	-	-	-	-	-
Adafactor 2023.02	85.6	-	-	-	-	-
BASIC 2022.09	85.6	-	-	-	-	-
Seed-ViT 2025.05	85.5	-	-	-	-	-
NS EfficientNet-L2 2021.02	84.9	-	-	-	-	-
SigLIP2-L/16 2026.02	84.3	-	-	-	-	-
APM 2024.10	84.2	-	-	-	-	-
KD 2B to ViT-H, Vise 2026.02	83.98	-	-	-	-	-
ViT-22B 2023.02	83.8	-	-	-	-	-
ViT-22B 2023.12	83.8	-	-	-	-	-
InternVL-C 2025.05	83.8	-	-	-	-	-
Dense 2026.02	83.8	-	-	-	-	-
InternVL-C 2026.02	83.8	-	-	-	-	-
Noisy Student Training 2019.11	83.7	-	-	-	-	-
dino.txt 2024.12	83.2	-	-	-	-	-
EVA-02-CLIP-L/14+ 2023.03	82.9	-	-	-	-	-
EVA-02-CLIP 2024.12	82.9	-	-	-	-	-
EVA-02-CLIP-E/14+ 2023.03	82.1	-	-	-	-	-
LiT 2021.11	81.8	-	-	-	-	-
LiT ViT-g 2022.09	81.8	-	-	-	-	-
ViT-e/14 2023.02	81.56	-	-	-	-	-
WiSE-FT 2021.09	81	-	-	-	-	-
EVA-02-CLIP-E/14 2023.03	80.4	-	-	-	-	-
dino.txt 2024.12	80	-	-	-	-	-
WiSE-FT 2021.09	79.9	-	-	-	-	-
22B 2023.02	79.9	-	-	-	-	-
WiSE-FT 2021.09	79.7	-	-	-	-	-
WiSE-FT 2021.09	79.7	-	-	-	-	-
DFN-5B-CLIP-H/14++ 2025.05	79.6	-	-	-	-	-
DFN-H+ 2026.02	79.6	-	-	-	-	-
CAFormer-B36 2022.10	79.5	-	-	-	-	-
LiT 2022.05	79.4	-	-	-	-	-
OpenCLIP-VIT-H/14 2024.10	79.1	-	-	-	-	-
ViT-G/14 2023.02	78.79	-	-	-	-	-
L/16 2023.02	78.65	-	-	-	-	-
Zero-shot 2021.09	77.7	-	-	-	-	-
ViT-g/14 2023.02	77.51	-	-	-	-	-
OpenAI CLIP-L/14+ 2023.03	77.5	-	-	-	-	-
InternViT-6B 2023.12	77.5	-	-	-	-	-
CLIP 2024.12	77.5	-	-	-	-	-
ViT-H 2025.05	77.4	-	-	-	-	-
CLIP 2021.02	77.2	-	-	-	-	-
CLIP 2021.02	77.2	-	-	-	-	-
CLIP 2022.05	77.2	-	-	-	-	-
Zero-shot 2021.09	77.2	-	-	-	-	-
CLIP 2021.11	77.2	-	-	-	-	-
CLIP 2021.11	77.2	-	-	-	-	-
CLIP 2022.09	77.2	-	-	-	-	-
SigLIP-L/16 2026.02	76.5	-	-	-	-	-
CoCa-Base 2022.05	76.4	-	-	-	-	-
SigLIP 2024.12	76.4	-	-	-	-	-
Fine-tuned LC 2021.09	76.1	-	-	-	-	-
EVA-02-CLIP-L/14 2023.03	76.1	-	-	-	-	-
DINOv2-g 2023.12	75.9	-	-	-	-	-
DINOv2 2023.04	75.9	-	-	-	-	-
ALIGN 2021.02	75.8	-	-	-	-	-
ALIGN 2022.05	75.8	-	-	-	-	-
ALIGN 2021.11	75.8	-	-	-	-	-
ALIGN 2021.11	75.8	-	-	-	-	-
ALIGN 2022.09	75.8	-	-	-	-	-
CLIP 2021.02	75.3	-	-	-	-	-
Fine-tuned LC 2021.09	75.3	-	-	-	-	-
e/14 2023.02	75.3	-	-	-	-	-
G/14 2023.02	75.1	-	-	-	-	-
MVT + FT 2025.12	75.1	-	-	-	-	-
TRACER 2026.05	74.87	-	6.65	-	-	-
ViT-L/14 2025.05	74.6	-	-	-	-	-
FlattenGPT 2026.02	74.6	-	-	-	-	-
EVA-01-CLIP-g/14+ 2023.03	74.1	-	-	-	-	-

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