Search-based Segmentation on WebEyes
79.79Vehicles gIoUGemini-3.1-Pro
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-3.1-ProMethod category=Closed-source Models2026.05 | 79.79 | 72.27 | 43.8 | 27.46 | 38.14 | 26.75 | 61.19 | 48.89 | 43.89 | 28.26 | 65.06 | 49.86 | 54.56 | 38.76 | |
| Doubao-Seed-2.0-ProMethod category=Closed-source Models2026.05 | 79 | 71.81 | 41.66 | 21.22 | 49.79 | 36.87 | 73.26 | 61.05 | 56.21 | 36.78 | 62.13 | 51.53 | 61.22 | 43.32 | |
| Doubao-Seed-1.8Method category=Closed-source Models2026.05 | 71.4 | 62.57 | 38.1 | 28.45 | 42.05 | 23.02 | 62.67 | 47.76 | 46.66 | 31.2 | 55.45 | 44.42 | 52.64 | 36.06 | |
| Gemini-3.1-Flash-LiteMethod category=Closed-source Models2026.05 | 67.32 | 65 | 28.44 | 24.87 | 29.11 | 25.07 | 40.43 | 26.17 | 38.4 | 33.29 | 45.04 | 43.51 | 39.11 | 35.58 | |
| Doubao-Seed-1.6Method category=Closed-source Models2026.05 | 65.92 | 57.13 | 23.72 | 20.66 | 40.88 | 32.6 | 63.81 | 49.15 | 47.01 | 30.39 | 54.44 | 44.05 | 50.38 | 36.13 | |
| Pixel-SearcherMethod category=Proposed Method2026.05 | 61.01 | 53.19 | 23.91 | 15.25 | 37.57 | 33.21 | 39.86 | 19.19 | 37.57 | 33.62 | 46.33 | 35.24 | 39.17 | 32.41 | |
| Qwen3-VL-8BMethod category=Open-Source General Models2026.05 | 57.63 | 46.43 | 33.82 | 11.23 | 32.12 | 26.28 | 32.84 | 20.85 | 36.81 | 24.7 | 37.43 | 25.59 | 35.78 | 25.94 | |
| Seg-R1-7BMethod category=Open-Source Segmentation Models2026.05 | 56.54 | 45.06 | 26.72 | 18.93 | 17.57 | 14.78 | 27.89 | 17.1 | 36.32 | 24.75 | 27.21 | 21.68 | 32.04 | 23.72 | |
| Seg-Zero-7BMethod category=Open-Source Segmentation Models2026.05 | 49.43 | 35.98 | 32.54 | 16.17 | 25.79 | 21.18 | 29.57 | 18.66 | 39.26 | 27.36 | 27.58 | 15.7 | 34.03 | 22.51 | |
| OneThinker-8BMethod category=Open-Source General Models2026.05 | 48.35 | 35.41 | 27.87 | 17.64 | 32.32 | 24.52 | 31.66 | 20.57 | 38.37 | 23.2 | 35.01 | 25.43 | 35.6 | 24.46 | |
| GPT-5.4Method category=Closed-source Models2026.05 | 43.03 | 37.06 | 20.9 | 10.21 | 9.74 | 7.43 | 39.43 | 29.94 | 16.48 | 8.64 | 18.93 | 14.55 | 25.09 | 13.54 | |
| SAM3-AgentMethod category=Open-Source Segmentation Models2026.05 | 38.22 | 37.35 | 14.51 | 24.98 | 13.76 | 23.58 | 12.14 | 9.64 | 19.88 | 26.54 | 20.49 | 24.94 | 19.83 | 24.5 | |
| GPT-4.1Method category=Closed-source Models2026.05 | 24.28 | 20.34 | 0.85 | 0.49 | 8.1 | 6.98 | 0.43 | 0.24 | 5.84 | 3.61 | 7.19 | 4.93 | 4.99 | 6.79 | |
| LISA-7BMethod category=Open-Source Segmentation Models2026.05 | 15.74 | 20.84 | 11.85 | 18.78 | 9.09 | 5.38 | 2.82 | 4.32 | 21.02 | 16.97 | 8.67 | 10.65 | 11.53 | 12.82 | |
| Affordance-R1Method category=Open-Source Segmentation Models2026.05 | 11.84 | 9.49 | 13.28 | 6.93 | 14.15 | 14.28 | 30.08 | 19.27 | 9.87 | 7.98 | 15.82 | 11.02 | 15.84 | 11.5 | |
| InternVL-3.5-8BMethod category=Open-Source General Models2026.05 | 10.62 | 10.45 | 3.72 | 2.31 | 4.59 | 3.67 | 2.99 | 2.06 | 7.67 | 4.95 | 5.53 | 5.82 | 5.28 | 5.28 | |
| GPT-4oMethod category=Closed-source Models2026.05 | 2.18 | 2.81 | 0.45 | 0.44 | 6.23 | 5.14 | 1.25 | 0.7 | 0.14 | 0.08 | 13.65 | 8.47 | 3.42 | 4.85 |