Image Classification on CLIP-Benchmark (31 datasets) zero-shot
29.6Acc@1CLIMP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CLIMPVision Tower=VMamba-B, Text Tower=Mamba-1, Zero-shot=true2026.01 | 29.6 | 58.5 | |
| ViT-B/16Vision Tower=ViT-B/16, Text Tower=LLaMA-3.2, Zero-shot=true2026.01 | 27.3 | 56.4 | |
| RoPE-ViT-B/16Vision Tower=RoPE-ViT-B/16, Text Tower=LLaMA-3.2, Zero-shot=true2026.01 | 27.3 | 59 | |
| CLIMPVision Tower=VMamba-B, Text Tower=Mamba-2, Zero-shot=true2026.01 | 26.9 | 59 | |
| FlexViT-B/16Vision Tower=FlexViT-B/16, Text Tower=LLaMA-3.2, Zero-shot=true2026.01 | 26.3 | 57.4 | |
| NaFlex-B/16Vision Tower=NaFlex-B/16, Text Tower=LLaMA-3.2, Zero-shot=true2026.01 | 26.1 | 56.6 |