Reasoning Segmentation on ReasonSeg zero-shot (val)
63.5gIoUWISE-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WISE-7BSetting=Zero-shot, Inference Strategy=default2026.04 | 63.5 | 59.2 | |
| WISE-7B-SSetting=Zero-shot, Inference Strategy=shortened2026.04 | 63.5 | 58.8 | |
| Seg-Zero-7B†Setting=Zero-shot, Note=Results reported in original paper using different checkpoints2026.04 | 62.6 | 62 | |
| Seg-Zero-7B*Setting=Zero-shot, Note=Re-evaluated with official checkpoints2026.04 | 60.9 | 57.4 | |
| LISA-13B-LLaVA1.5Setting=Zero-shot2026.04 | 57.7 | 60.3 | |
| Qwen2.5VL-3B + SAM2Setting=Zero-shot2026.04 | 53.8 | 44.1 | |
| LISA-7B-LLaVA1.5Setting=Zero-shot2026.04 | 53.6 | 52.3 | |
| SAM4MLLMSetting=Zero-shot2026.04 | 46.7 | 48.1 | |
| OVSegSetting=Zero-shot2026.04 | 28.5 | 18.6 | |
| Grounded-SAMSetting=Zero-shot2026.04 | 26 | 14.5 | |
| ReLASetting=Zero-shot2026.04 | 22.4 | 19.9 |