Image Classification on ImageNet V2 (val)
80.9Top-1 AccuracyLiT-22B
Evaluation Results
| Method | Links | |
|---|---|---|
| LiT-22BEvaluation Protocol=Zero-shot, Backbone=ViT-22B/142023.02 | 80.9 | |
| CoCaEvaluation Protocol=Zero-shot2023.02 | 80.7 | |
| BASICEvaluation Protocol=Zero-shot2023.02 | 80.6 | |
| LiT-e/14Evaluation Protocol=Zero-shot, Backbone=ViT-e/142023.02 | 80.6 | |
| LiT-g/14Evaluation Protocol=Zero-shot, Backbone=ViT-g/142023.02 | 79.8 | |
| VOLO-D5 + HATParams=295.5M, FLOPs=412G, Test Size=5122022.04 | 78.7 | |
| VOLO-D5 + HATParams=295.5M, FLOPs=304G, Test Size=4482022.04 | 78.6 | |
| VOLO-D5Params=295.5M, FLOPs=412G, Test Size=5122022.04 | 78 | |
| VOLO-D5Params=295.5M, FLOPs=304G, Test Size=4482022.04 | 77.8 | |
| VOLO-D5 + HATParams=295.5M, FLOPs=69.0G, Test Size=2242022.04 | 76.8 | |
| VOLO-D1 + HATParams=26.6M, FLOPs=22.8G, Test Size=3842022.04 | 76.6 | |
| VOLO-D5Params=295.5M, FLOPs=69.0G, Test Size=2242022.04 | 76.3 | |
| VOLO-D1Params=26.6M, FLOPs=22.8G, Test Size=3842022.04 | 75.6 | |
| VOLO-D1 + HATParams=26.6M, FLOPs=6.8G, Test Size=2242022.04 | 74.9 | |
| VOLO-D1Params=26.6M, FLOPs=6.8G, Test Size=2242022.04 | 74 | |
| Swin-B + HATParams=87.8M, FLOPs=15.4G, Test Size=2242022.04 | 73.8 | |
| Swin-BParams=87.8M, FLOPs=15.4G, Test Size=2242022.04 | 72.9 | |
| Swin-S + HATParams=49.6M, FLOPs=8.7G, Test Size=2242022.04 | 72.8 | |
| ViT-B + HATParams=86.6M, FLOPs=17.6G, Test Size=2242022.04 | 72.6 | |
| Swin-SParams=49.6M, FLOPs=8.7G, Test Size=2242022.04 | 72.4 | |
| Swin-T + HATParams=28.3M, FLOPs=4.5G, Test Size=2242022.04 | 71.5 | |
| EVA CLIP-gprecision=float16, image size=224x224, zero-shot evaluation protocol=True2022.11 | 71.5 | |
| ViT-BParams=86.6M, FLOPs=17.6G, Test Size=2242022.04 | 71 | |
| Open CLIP-Hprecision=bfloat16, image size=224x224, zero-shot evaluation protocol=True2022.11 | 70.9 | |
| Swin-TParams=28.3M, FLOPs=4.5G, Test Size=2242022.04 | 70.5 | |
| ALIGNprecision=bfloat16, image size=289x289, zero-shot evaluation protocol=True2022.11 | 70.1 | |
| CLIPEvaluation Protocol=Zero-shot2023.02 | 70.1 | |
| ALIGNEvaluation Protocol=Zero-shot2023.02 | 70.1 | |
| ViT-S + HATParams=22.1M, FLOPs=4.7G, Test Size=2242022.04 | 70 | |
| OpenAI CLIP-Lprecision=float16, image size=224x224, zero-shot evaluation protocol=True2022.11 | 69.9 | |
| Open CLIP-gprecision=bfloat16, image size=224x224, zero-shot evaluation protocol=True2022.11 | 69.6 | |
| ViT-SParams=22.1M, FLOPs=4.7G, Test Size=2242022.04 | 68.2 | |
| PaLI-17BShot Setting=0-shot2022.09 | 64.46 | |
| PaLI-15BShot Setting=0-shot2022.09 | 62.81 | |
| PaLI-3BShot Setting=0-shot2022.09 | 62.55 | |
| ViT-T + HATParams=5.7M, FLOPs=1.6G, Test Size=2242022.04 | 61 | |
| ViT-TParams=5.7M, FLOPs=1.6G, Test Size=2242022.04 | 60.1 | |
| CyCLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 18.68 | |
| CyCLIPmode=zero-shot2023.10 | 17.77 | |
| CyCLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 15.65 | |
| CLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 14.09 | |
| CLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 13.41 | |
| CLIPmode=zero-shot2023.10 | 12.85 |