Referring Object Detection on RefCOCO (testB)
86.06Top-1 AccuracyHeROD-G
Evaluation results
| Method | Links | |
|---|---|---|
| HeROD-GFine-tuning=w/2026.03 | 86.06 | |
| Grounding DINO*Fine-tuning=w/2026.03 | 85.73 | |
| DQ-DETRFine-tuning=w/2026.03 | 83.51 | |
| MDETRFine-tuning=w/2026.03 | 81.41 | |
| RefTRFine-tuning=w/2026.03 | 81.16 | |
| TransVGFine-tuning=w/2026.03 | 78.35 | |
| HeROD-UFine-tuning=w/2026.03 | 75.7 | |
| HeROD-GSupport Data=2k, Stage=Support Set Training2026.03 | 75.62 | |
| HeROD-GSupport Data=2k, Stage=2k Finetune2026.03 | 75.62 | |
| HeROD-GSupport Data=1k, Stage=Support Set Training2026.03 | 75.39 | |
| HeROD-GSupport Data=1k, Stage=2k Finetune2026.03 | 75.39 | |
| VILLA-LFine-tuning=w/2026.03 | 74.84 | |
| HeROD-GSupport Data=2k, Stage=1k Finetune2026.03 | 74.31 | |
| VGTRFine-tuning=w/2026.03 | 73.78 | |
| UNINEXT*Fine-tuning=w/2026.03 | 73.72 | |
| HeROD-GSupport Data=1k, Stage=1k Finetune2026.03 | 73.54 | |
| HeROD-GSupport Data=2k, Stage=0.5k Finetune2026.03 | 71.03 | |
| HeROD-GSupport Data=1k, Stage=0.5k Finetune2026.03 | 70.3 | |
| MAttNetFine-tuning=w/2026.03 | 69.99 | |
| Grounding DINOSupport Data=2k, Stage=2k Finetune2026.03 | 63.85 | |
| Grounding DINOSupport Data=1k, Stage=2k Finetune2026.03 | 61.02 | |
| Grounding DINOSupport Data=2k, Stage=1k Finetune2026.03 | 58.43 | |
| Grounding DINOSupport Data=1k, Stage=1k Finetune2026.03 | 56.86 | |
| Grounding DINOSupport Data=2k, Stage=0.5k Finetune2026.03 | 56.84 | |
| Grounding DINOSupport Data=1k, Stage=0.5k Finetune2026.03 | 54.78 | |
| Grounding DINOSupport Data=2k, Stage=Support Set Training2026.03 | 52.23 | |
| Grounding DINOSupport Data=1k, Stage=Support Set Training2026.03 | 50.52 | |
| Grounding DINO*Fine-tuning=w/o2026.03 | 44.75 |