Object Detection on NWPU 2024 (test)
76.04AP (bbox)LEVIRDetNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LEVIRDetNetEvaluation Protocol=Direct-transfer2026.06 | 76.04 | 93.08 | 85.09 | |
| DEIMv2 (DINOv3 + ViT-Base)Backbone=ViT-Base, Pre-training=DINOv3, Evaluation Protocol=Target-supervised2026.06 | 73.6 | 97.18 | 86.4 | |
| DEIMv2 (DINOv3 + CNN)Backbone=CNN, Pre-training=DINOv3, Evaluation Protocol=Target-supervised2026.06 | 72.09 | 94.7 | 82.69 | |
| DynamicVis-largeEvaluation Protocol=Target-supervised2026.06 | 69.1 | 93.1 | 80.8 | |
| DynamicVis-baseEvaluation Protocol=Target-supervised2026.06 | 68.5 | 90.8 | 79.6 | |
| HrNetEvaluation Protocol=Target-supervised2026.06 | 67.81 | 91.77 | 79.23 | |
| RTMDetEvaluation Protocol=Target-supervised2026.06 | 67.01 | 91.82 | 77.93 | |
| DINOEvaluation Protocol=Target-supervised2026.06 | 66.06 | 87.56 | 74.74 | |
| YOLOXEvaluation Protocol=Target-supervised2026.06 | 65.81 | 92.02 | 75.41 | |
| YOLOv12xEvaluation Protocol=Target-supervised2026.06 | 65.01 | 88.81 | 74.13 | |
| Faster R-CNNEvaluation Protocol=Target-supervised, Reference=[30]2026.06 | 63.2 | 90.84 | 74.72 | |
| TridentNetEvaluation Protocol=Target-supervised2026.06 | 62.7 | 91.71 | 70.51 | |
| Fast R-CNNEvaluation Protocol=Target-supervised2026.06 | 60.14 | 89.77 | 70.11 | |
| SSDEvaluation Protocol=Target-supervised2026.06 | 59.86 | 91.25 | 65.85 | |
| DEIMEvaluation Protocol=Target-supervised2026.06 | 53.81 | 77.09 | 63.07 | |
| EfficientDetEvaluation Protocol=Target-supervised2026.06 | 52.75 | 86.11 | 60.97 | |
| Sparse R-CNNEvaluation Protocol=Target-supervised2026.06 | 52.13 | 74.53 | 57.02 | |
| YOLOFEvaluation Protocol=Target-supervised2026.06 | 50.69 | 85.78 | 54.49 | |
| YOLOv3Evaluation Protocol=Target-supervised2026.06 | 49.8 | 85.08 | 53.43 | |
| Deformable DETREvaluation Protocol=Target-supervised2026.06 | 47.54 | 83.93 | 45.71 | |
| FCOSEvaluation Protocol=Target-supervised2026.06 | 44.17 | 70.99 | 48.14 | |
| RetinaNetEvaluation Protocol=Target-supervised2026.06 | 22.43 | 43.41 | 21.04 |