Image Classification on ImageNet (val) (Accuracy and Throughput)
84.5Accuracy (%)ResNeSt-269
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ResNeSt-269Parameters=111M, Crop Size=416, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 84.5 | 51.2 | |
| EfficientNet-B7Parameters=66M, Crop Size=600, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 84.4 | 34.9 | |
| GPipeParameters=557M, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 84.3 | — | |
| SigLIP 2Zero-shot=true2026.02 | 84.1 | — | |
| ResNeSt-200Parameters=70M, Crop Size=320, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 83.9 | 105.3 | |
| EfficientNet-B5Parameters=30M, Crop Size=456, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 83.7 | 84.3 | |
| AmoebaNet-CParameters=155M, Crop Size=299, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 83.5 | — | |
| EVA-CLIP-8BZero-shot=true2026.02 | 83.5 | — | |
| SigLIPZero-shot=true2026.02 | 83.2 | — | |
| ResNeSt-101Parameters=48M, Crop Size=256, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 83 | 291.3 | |
| EfficientNet-B4Parameters=19M, Crop Size=380, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 83 | 149.3 | |
| AmoebaNet-AParameters=87M, Crop Size=299, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 82.8 | — | |
| SENet-154Parameters=146M, Crop Size=320, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 82.7 | 133.8 | |
| NASNet-AParameters=89M, Crop Size=331, Hardware=NVIDIA V100 GPU, mini-batch size=162020.04 | 82.7 | 103.3 | |
| DINOv3Zero-shot=true2026.02 | 82.3 | — | |
| VersaViT*Zero-shot=true, Alignment=30M image-text pairs2026.02 | 75.6 | — | |
| CLIP-LZero-shot=true2026.02 | 75.5 | — | |
| CoOpmode=Few-shot adaptation2025.12 | 71.51 | — | |
| RMAdaptermode=Few-shot adaptation2025.12 | 71.37 | — | |
| PromptSRCmode=Few-shot adaptation2025.12 | 71.27 | — | |
| KgCoOpmode=Few-shot adaptation2025.12 | 71.2 | — | |
| Co-CoOpmode=Few-shot adaptation2025.12 | 71.02 | — | |
| MMAmode=Few-shot adaptation2025.12 | 71 | — | |
| CoPromptmode=Few-shot adaptation2025.12 | 70.8 | — | |
| MaPLemode=Few-shot adaptation2025.12 | 70.72 | — | |
| VersaViTZero-shot=true, Alignment=30M image-text pairs2026.02 | 67.9 | — | |
| CLIPmode=Zero-shot2025.12 | 66.73 | — |