Object Detection on VHRV 2024 (test)
73.55AP (bbox)LEVIRDetNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LEVIRDetNetEvaluation Protocol=Direct-transfer2026.06 | 73.55 | 96.52 | 88.01 | |
| YOLOv12xEvaluation Protocol=Target-supervised2026.06 | 72.58 | 94.11 | 84.04 | |
| DEIMv2 (DINOv3 + ViT-Base)Backbone=ViT-Base, Pre-training=DINOv3, Evaluation Protocol=Target-supervised2026.06 | 67.58 | 92.21 | 82.14 | |
| HrNetEvaluation Protocol=Target-supervised2026.06 | 65.05 | 82.81 | 77.14 | |
| RTMDetEvaluation Protocol=Target-supervised2026.06 | 64.11 | 81.72 | 76.04 | |
| Fast R-CNNEvaluation Protocol=Target-supervised2026.06 | 62.99 | 82.59 | 75.13 | |
| DynamicVis-largeEvaluation Protocol=Target-supervised2026.06 | 62.1 | 82 | 72.8 | |
| Faster R-CNNEvaluation Protocol=Target-supervised, Reference=[30]2026.06 | 61.67 | 80.61 | 74.67 | |
| DynamicVis-baseEvaluation Protocol=Target-supervised2026.06 | 61.4 | 80.7 | 72.4 | |
| DINOEvaluation Protocol=Target-supervised2026.06 | 58.91 | 85.91 | 74.41 | |
| DEIMEvaluation Protocol=Target-supervised2026.06 | 54.88 | 79.13 | 66.38 | |
| YOLOXEvaluation Protocol=Target-supervised2026.06 | 54.81 | 86.65 | 67.87 | |
| TridentNetEvaluation Protocol=Target-supervised2026.06 | 46.39 | 74.03 | 49.34 | |
| Sparse R-CNNEvaluation Protocol=Target-supervised2026.06 | 46.27 | 59.57 | 53.96 | |
| SSDEvaluation Protocol=Target-supervised2026.06 | 37.22 | 69.58 | 39.19 | |
| EfficientDetEvaluation Protocol=Target-supervised2026.06 | 35.97 | 66.31 | 33.16 | |
| FCOSEvaluation Protocol=Target-supervised2026.06 | 33.31 | 64.6 | 30.28 | |
| Deformable DETREvaluation Protocol=Target-supervised2026.06 | 32.86 | 62.08 | 31.9 | |
| RetinaNetEvaluation Protocol=Target-supervised2026.06 | 32.64 | 62.24 | 30.43 | |
| DEIMv2 (DINOv3 + CNN)Backbone=CNN, Pre-training=DINOv3, Evaluation Protocol=Target-supervised2026.06 | 18.44 | 38.05 | 18.14 | |
| YOLOv3Evaluation Protocol=Target-supervised2026.06 | 16.06 | 42.64 | 9.18 | |
| YOLOFEvaluation Protocol=Target-supervised2026.06 | 8.73 | 24.78 | 5.04 |