Object Detection on FLIR v2
20APG-DINO
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| G-DINOSetup=Fine-tuning (FT), Backbone=Swin-T2026.05 | 20 | — | 34.5 | 20.3 | |
| Thermal-DetZero-shot=true, Backbone=Swin-T2026.05 | 9.6 | — | 17.3 | 9.1 | |
| Thermal-DetSetup=Zero-shot, Backbone=Swin-T, Pre-training=Synthetic GroundingCap-1M, M3FD, MMPD, MS22026.05 | 9.6 | — | 17.3 | 9.1 | |
| G-DINOVenue=ECCV’24, Zero-shot=true, Backbone=Swin-T2026.05 | 8.1 | — | 14.4 | 7.8 | |
| G-DINOSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, Cap4M2026.05 | 8.1 | — | 14.4 | 7.8 | |
| LLMDetVenue=CVPR’25, Zero-shot=true, Backbone=Swin-T2026.05 | 4.8 | — | 7.5 | 5.1 | |
| LLMDetSetup=Zero-shot, Backbone=Swin-T, Pre-training=GroundingCap-1M2026.05 | 4.8 | — | 7.5 | 5.1 | |
| MM-GDINOZero-shot=true, Backbone=Swin-T2026.05 | 4.2 | — | 6 | 4.8 | |
| MM-GDINOSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, GRIT, V3Det2026.05 | 4.2 | — | 6 | 4.8 | |
| T-Rex2Venue=ECCV’24, Zero-shot=true, Backbone=Swin-T2026.05 | 3.3 | — | 4.8 | 3.6 | |
| T-Rex2Setup=Zero-shot, Backbone=Swin-T, Pre-training=10M data from various resources2026.05 | 3.3 | — | 4.8 | 3.6 | |
| YOLO-WorldVenue=CVPR’24, Zero-shot=true, Backbone=Swin-T2026.05 | 2.9 | — | 4.4 | 3.2 | |
| YOLO-WorldSetup=Zero-shot, Backbone=YOLOv8-L, Pre-training=O365, GoldG, CC3M2026.05 | 2.9 | — | 4.4 | 3.2 | |
| GLIPVenue=NeurIPS’22, Zero-shot=true, Backbone=Swin-T2026.05 | 2.5 | — | 4.1 | 2.8 | |
| GLIPSetup=Zero-shot, Backbone=Swin-T, Pre-training=O365, GoldG, Cap4M2026.05 | 2.5 | — | 4.1 | 2.8 | |
| UPPADetector=Faster R-CNN2026.03 | — | 82.79 | — | — | |
| UPPADetector=YOLOF2026.03 | — | 77.49 | — | — | |
| UPPADetector=Mask R-CNN2026.03 | — | 75.43 | — | — | |
| UPPADetector=Libra R-CNN2026.03 | — | 61.82 | — | — | |
| UPPADetector=YOLOv32026.03 | — | 47.27 | — | — | |
| UPPADetector=RetinaNet2026.03 | — | 30.03 | — | — | |
| UPPADetector=YOLOX2026.03 | — | 28.22 | — | — | |
| UPPADetector=Deformable-DETR2026.03 | — | 12.02 | — | — | |
| UPPADetector=DETR2026.03 | — | 14.05 | — | — |