Object Detection on COCO 48/17 open-vocabulary split 2017
70.1AP50 (Novel)DAT (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAT (Ours)Pre-training=GDINO, SAM, SigLIPft, Detection Training Data=COCO2026.05 | 70.1 | 55.5 | 59.3 | |
| DetCLIPv3Pre-training=FILIP, BLIP, GPT-4, Detection Training Data=O365, V3Det, GranuCap50M2026.05 | 54.7 | 42.8 | 46.9 | |
| CFMPre-training=GDINO, SAM, SigLIP, Detection Training Data=COCO2026.05 | 50.3 | 49.8 | 49.9 | |
| CORA+Pre-training=–, Detection Training Data=COCO, CC, CLIP2026.05 | 43.1 | 60.9 | 56.2 | |
| BARONPre-training=SOCO, MAVL, Detection Training Data=COCO, CC, CLIP2026.05 | 42.7 | 54.9 | 51.7 | |
| CORAPre-training=–, Detection Training Data=COCO, CLIP2026.05 | 35.1 | 35.5 | 35.4 | |
| BARONPre-training=SOCO dataset, Detection Training Data=COCO, CLIP2026.05 | 34 | 60.4 | 53.5 | |
| OV-DETRPre-training=–, Detection Training Data=COCO, CLIP2026.05 | 29.4 | 61 | 52.7 | |
| DeticPre-training=ImageNet-21K, Detection Training Data=COCO, IL, CC, CLIP2026.05 | 27.8 | 47.1 | 45 | |
| ViLDPre-training=–, Detection Training Data=COCO, CLIP2026.05 | 27.6 | 59.5 | 51.3 |