Object Detection on M3FD (Class-wise mAP50)
55.2mAP50 PersonMS-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=5-shot, Spectrum=RGB+IR, Backbone=SwinT2025.12 | 55.16 | 86.11 | 71.86 | 70.64 | 51.46 | 62.73 | 66.33 | |
| MS-YOLOW-MShots=5-shot, Spectrum=RGB+IR, Backbone=CSPDarknet2025.12 | 52.36 | 84.81 | 70.59 | 58.01 | 46.63 | 60.73 | 62.19 | |
| 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 | |
| YOLOW-MShots=5-shot, Spectrum=IR, Backbone=CSPDarknet2025.12 | 47.47 | 57 | 56.87 | 31.47 | 12.83 | 30.03 | 39.95 | |
| 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 | |
| GDINO-TShots=5-shot, Spectrum=IR, Backbone=SwinT2025.12 | 46.44 | 58.89 | 56.56 | 36.06 | 16.62 | 34.07 | 41.44 | |
| GDINO-TShots=5-shot, Spectrum=RGB, Backbone=SwinT2025.12 | 45.57 | 73.79 | 72.97 | 67.26 | 59.7 | 57.96 | 62.88 | |
| 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=5-shot, Spectrum=RGB, Backbone=CSPDarknet2025.12 | 44.5 | 83.7 | 68.63 | 64.43 | 51.7 | 72.57 | 64.92 | |
| YOLOW-MShots=10-shot, Spectrum=RGB, Backbone=CSPDarknet2025.12 | 44.5 | 76.9 | 70.7 | 65.18 | 50.12 | 66.21 | 62.27 | |
| DAMSDetShots=10-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 18.15 | 46.07 | 47.81 | 45.82 | 29.15 | 42.02 | 38.17 | |
| DAMSDetShots=5-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 13.26 | 36.12 | 30.36 | 27.39 | 25.81 | 34.23 | 27.86 | |
| CAFF-DINOShots=10-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 10.84 | 31.62 | 51.51 | 29.66 | 12.74 | 37.17 | 28.92 | |
| CAFF-DINOShots=5-shot, Spectrum=RGB+IR, Backbone=Resnet502025.12 | 8.21 | 31.92 | 35.56 | 18.56 | 8.92 | 31.68 | 22.48 |