Referring Expression Grounding on ChartLens-ChartQA real-world charts
90.91HBar PrecisionOurs-SOM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ours-SOMBackbone=Qwen3VL-8B2026.05 | 90.91 | 90.91 | 90.91 | 85.71 | 85.71 | 85.71 | 93.55 | 91.79 | 92.03 | 80.39 | 1.38 | |
| Ours-SOMBackbone=Qwen3VL-32B2026.05 | 90.91 | 90.91 | 90.91 | 88.74 | 88.74 | 88.74 | 94.74 | 94.51 | 94.52 | 75.49 | 1.43 | |
| Ours-SOMBackbone=InternVL-8B2026.05 | 81.82 | 81.82 | 81.82 | 88.31 | 87.45 | 87.66 | 92.15 | 90.22 | 90.43 | 48.04 | 1.03 | |
| ChartLens-SOMBackbone=Qwen3VL-8B2026.05 | 78.79 | 78.79 | 78.79 | 92.21 | 91.34 | 91.56 | 88.38 | 85.83 | 86.37 | 22.55 | 84.54 | |
| ChartLens-SOMBackbone=Qwen3VL-32B2026.05 | 78.79 | 78.79 | 78.79 | 93.51 | 92.64 | 92.86 | 87.96 | 87.63 | 87.5 | 22.55 | 40.43 | |
| ChartLens-SOMBackbone=InternVL-8B2026.05 | 78.79 | 78.79 | 78.79 | 84.42 | 84.42 | 84.42 | 85.76 | 83.75 | 84.07 | 7.84 | 13.06 | |
| SAM3-SOMBackbone=Qwen3VL-8B2026.05 | 39.39 | 39.39 | 39.39 | 76.3 | 76.3 | 76.3 | 84.79 | 82.6 | 83.18 | 3.92 | 0.02 | |
| SAM3-SOMBackbone=Qwen3VL-32B2026.05 | 36.36 | 36.36 | 36.36 | 78.9 | 78.9 | 78.9 | 85.57 | 84.76 | 84.97 | 3.92 | 0.02 | |
| SAM3-SOMBackbone=InternVL-8B2026.05 | 36.36 | 36.36 | 36.36 | 73.7 | 72.84 | 73.05 | 80 | 78.04 | 78.52 | 0.98 | 0.02 |