Object Detection on BDD-100k
94.4ASREfficientDet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EfficientDetCondition=w/o.2025.06 | 94.4 | 91.4 | |
| EfficientDetCondition=w/o.2025.06 | 94.4 | 91.4 | |
| YOLOv3Condition=w.2025.06 | 94.3 | 87.7 | |
| YOLOv3Condition=w.2025.06 | 94.3 | 87.7 | |
| YOLOv5Condition=w/o.2025.06 | 93.5 | 88 | |
| YOLOv5Condition=w/o.2025.06 | 93.5 | 88 | |
| EfficientDetCondition=w/o.2025.06 | 92.7 | 10.3 | |
| EfficientDetCondition=w/o.2025.06 | 92.7 | 10.3 | |
| YOLOv3Condition=w/o.2025.06 | 92.1 | 79.4 | |
| YOLOv3Condition=w/o.2025.06 | 92.1 | 79.4 | |
| YOLOv3Condition=w.2025.06 | 91.9 | 12.7 | |
| YOLOv3Condition=w.2025.06 | 91.9 | 12.7 | |
| YOLOv3Condition=w/o.2025.06 | 91.5 | 7.3 | |
| YOLOv3Condition=w/o.2025.06 | 91.5 | 7.3 | |
| YOLOv5Condition=w/o.2025.06 | 91.4 | 8.5 | |
| YOLOv5Condition=w/o.2025.06 | 91.4 | 8.5 | |
| EfficientDetCondition=w/o.2025.06 | 91.3 | 8.7 | |
| EfficientDetCondition=w/o.2025.06 | 91.3 | 8.7 | |
| YOLOv5Condition=w.2025.06 | 91.2 | 82.8 | |
| YOLOv5Condition=w.2025.06 | 91.2 | 82.8 | |
| EfficientDetCondition=w.2025.06 | 89.4 | 80.4 | |
| EfficientDetCondition=w.2025.06 | 89.4 | 80.4 | |
| YOLOv5Condition=w.2025.06 | 89.1 | 10.5 | |
| YOLOv5Condition=w.2025.06 | 89.1 | 10.5 | |
| YOLOv5Condition=w/o.2025.06 | 88.7 | 10.1 | |
| YOLOv5Condition=w/o.2025.06 | 88.7 | 10.1 | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 88 | — | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 88 | — | |
| YOLOv3Condition=w/o.2025.06 | 87.8 | 15.2 | |
| YOLOv3Condition=w/o.2025.06 | 87.8 | 15.2 | |
| EfficientDetCondition=w.2025.06 | 87.4 | 10.5 | |
| EfficientDetCondition=w.2025.06 | 87.4 | 10.5 | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 87.3 | — | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 87.3 | — | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 87.2 | — | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 87.2 | — | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 86.7 | — | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 86.7 | — | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 86.1 | — | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 86.1 | — | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 84.3 | — | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 84.3 | — | |
| EfficientDetCondition=w.2025.06 | 59.1 | 51.1 | |
| EfficientDetCondition=w.2025.06 | 59.1 | 51.1 | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 54.9 | — | |
| EfficientDetCondition=w. ∧ w/o.2025.06 | 54.9 | — | |
| YOLOv3Condition=w.2025.06 | 53.4 | 45.2 | |
| YOLOv3Condition=w.2025.06 | 53.4 | 45.2 | |
| YOLOv5Condition=w.2025.06 | 53.1 | 47.1 | |
| YOLOv5Condition=w.2025.06 | 53.1 | 47.1 | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 48.9 | — | |
| YOLOv3Condition=w. ∧ w/o.2025.06 | 48.9 | — | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 47.7 | — | |
| YOLOv5Condition=w. ∧ w/o.2025.06 | 47.7 | — |