Object Detection on M3FD
55.2AP (Person)MS-GDINO-T
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MS-GDINO-TShots=10-shot, Spectrum=RGB+IR, Backbone=SwinT2025.12 | 55.2 | 85.78 | 73.4 | 70.96 | 54.64 | 63.43 | 67.01 | |
| MS-GDINO-TShots=30-shot, Spectrum=RGB+IR, Backbone=SwinT2025.12 | 52.63 | 85.97 | 74.1 | 72.1 | 53.58 | 63.43 | 67.57 | |
| MS-YOLOW-MShots=10-shot, Spectrum=RGB+IR, Backbone=CSPDarknet2025.12 | 52.36 | 78.52 | 72.99 | 59.89 | 46.05 | 56.51 | 62.69 | |
| MS-YOLOW-MShots=30-shot, Spectrum=RGB+IR, Backbone=CSPDarknet2025.12 | 52.04 | 85.96 | 73.24 | 62.61 | 49.14 | 63.04 | 64.44 | |
| YOLOW-MShots=10-shot, Spectrum=IR, Backbone=CSPDarknet2025.12 | 47.47 | 56.96 | 58.82 | 34.02 | 15.15 | 32.75 | 40.86 | |
| GDINO-TShots=10-shot, Spectrum=IR, Backbone=SwinT2025.12 | 46.48 | 60.49 | 60.76 | 38.24 | 19.5 | 40.25 | 44.62 | |
| GDINOShots=30-shot, Spectrum=IR, Backbone=SwinT2025.12 | 46.44 | 60.56 | 61.01 | 38.57 | 19.76 | 40.75 | 44.52 | |
| YOLO-World-MShots=30-shot, Spectrum=IR, Backbone=CSPDarknet2025.12 | 45.96 | 56.96 | 58.82 | 34.02 | 15.15 | 32.75 | 40.61 | |
| GDINOShots=30-shot, Spectrum=RGB, Backbone=SwinT2025.12 | 45.57 | 73.79 | 75.57 | 67.26 | 59.7 | 60.26 | 63.69 | |
| GDINO-TShots=10-shot, Spectrum=RGB, Backbone=SwinT2025.12 | 45.43 | 73.9 | 75.54 | 67.15 | 57.29 | 60.18 | 63.58 | |
| YOLOW-MShots=10-shot, Spectrum=RGB, Backbone=CSPDarknet2025.12 | 44.5 | 76.9 | 70.7 | 65.18 | 50.12 | 66.21 | 62.27 | |
| YOLO-World-MShots=30-shot, Spectrum=RGB, Backbone=CSPDarknet2025.12 | 43.63 | 76.9 | 70.7 | 65.18 | 50.12 | 66.21 | 62.12 | |
| DAMSDetShots=30-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 23.25 | 56.43 | 56.39 | 53.39 | 38.36 | 51.52 | 46.56 | |
| DAMSDetShots=10-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 18.15 | 46.07 | 47.81 | 45.82 | 29.15 | 42.02 | 38.17 | |
| CAFF-DINOShots=30-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 13.85 | 40.68 | 55.82 | 42.27 | 20.88 | 44.62 | 36.35 | |
| CAFF-DINOShots=10-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 10.84 | 31.62 | 51.51 | 29.66 | 12.74 | 37.17 | 28.92 |