Referring Expression Comprehension on gRefCOCO (testA)
64.6Precision (F1=1, IoU>=0.5)SimVG-DB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SimVG-DBVisual Encoder=ViT-B/32, Textual Encoder=N/A2024.09 | 64.6 | 57.2 | — | |
| SimVG-TBVisual Encoder=ViT-B/32, Textual Encoder=N/A2024.09 | 61.7 | 58 | — | |
| ReLAVisual Encoder=Swin-B, Textual Encoder=BERT2026.01 | 50.35 | 59.02 | 97.68 | |
| MDETRVisual Encoder=ResNet-101, Textual Encoder=RoBERTa2026.01 | 50.04 | 34.49 | 99.99 | |
| MDETRVisual Encoder=RN101, Textual Encoder=RoBERTa2024.09 | 50 | 34.5 | — | |
| ReLAVisual Encoder=ResNet-50, Textual Encoder=BERT2026.01 | 48.09 | 58.73 | 98 | |
| UNINEXTVisual Encoder=ResNet-50, Textual Encoder=BERT2026.01 | 46.41 | 49.33 | 96.87 | |
| UNINEXTVisual Encoder=RN50, Textual Encoder=BERT2024.09 | 46.4 | 49.3 | — | |
| VLTVisual Encoder=DarkNet-53, Textual Encoder=GRU2026.01 | 40.21 | 34.07 | 99.39 | |
| VLTVisual Encoder=DN53, Textual Encoder=GRU2024.09 | 40.2 | 34.1 | — | |
| TransVGVisual Encoder=ResNet-101, Textual Encoder=BERT2026.01 | 33.83 | 32.65 | 99.5 | |
| MCNVisual Encoder=DN53, Textual Encoder=GRU2024.09 | 32.3 | 32 | — | |
| MCNVisual Encoder=DarkNet-53, Textual Encoder=GRU2026.01 | 32.29 | 32.04 | 99.56 | |
| G-DINO-T(c)Backbone=Swin-T, Setting=zero-shot2024.01 | 29.3 | 82.9 | — | |
| Grounding-DINOBackbone=Swin-T, Zero-shot=true2025.01 | 29.3 | 82.9 | — | |
| MM-G-T(c3)Backbone=Swin-T, Setting=zero-shot2024.01 | 29.2 | 84.3 | — | |
| LLMDetBackbone=Swin-T, Zero-shot=true2025.01 | 26.2 | 92.7 | — | |
| MM-GDINOBackbone=Swin-T, Zero-shot=true2025.01 | 26.1 | 93 | — |