Observer-Centric Salient Object Detection on OC-SODBench (preference-driven test)
62.82gIoUOC-SODAgent
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OC-SODAgentEvaluation protocol=finetuning2026.02 | 62.82 | 63.99 | 83.1 | 75.53 | 87.69 | |
| OC-SODagentFTsetting=fine-tuning2026.02 | 62.82 | 63.99 | 83.1 | 75.53 | 87.69 | |
| OC-SODAgentEvaluation protocol=training-free2026.02 | 60.61 | 60.54 | 81.08 | 73.97 | 85.79 | |
| OC-SODagentsetting=training-free2026.02 | 60.61 | 60.54 | 81.08 | 73.97 | 85.79 | |
| LISA-7BEvaluation protocol=finetuning2026.02 | 59.66 | 42.9 | 75.19 | 66.72 | 78.97 | |
| LISA-7BFTsetting=fine-tuning2026.02 | 59.66 | 42.9 | 75.19 | 66.72 | 78.97 | |
| MMR-7BFTsetting=fine-tuning2026.02 | 55.44 | 55.75 | 75.29 | 63.39 | 75.96 | |
| PixelLMEvaluation protocol=training-free2026.02 | 44.42 | 41.12 | 67.69 | 56.36 | 71.09 | |
| LISA-7BEvaluation protocol=training-free2026.02 | 33.02 | 25.49 | 52.28 | 37.66 | 54.73 | |
| LISA-7Bsetting=training-free2026.02 | 33.02 | 25.49 | 52.28 | 37.66 | 54.73 | |
| MMR-7BEvaluation protocol=training-free2026.02 | 19.08 | 15.54 | 46.24 | 24.87 | 57.7 | |
| MMR-7Bsetting=training-free2026.02 | 19.08 | 15.54 | 46.24 | 24.87 | 57.7 |