Object Detection on PlantDoc (test)
0.657mAP@50TCLeaf-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TCLeaf-NetPretrained weights=None2025.12 | 0.657 | 0.594 | 0.622 | 0.525 | 0.608 | |
| YOLO12XPretrained weights=None2025.12 | 0.636 | 0.533 | 0.653 | 0.498 | 0.586 | |
| YOLO12LPretrained weights=None2025.12 | 0.618 | 0.582 | 0.569 | 0.489 | 0.575 | |
| YOLOv9CPretrained weights=None2025.12 | 0.609 | 0.574 | 0.589 | 0.479 | 0.581 | |
| Improved-YOLOv5Pretrained weights=No mention2025.12 | 0.582 | — | 0.55 | — | — | |
| YOLO11LPretrained weights=None2025.12 | 0.572 | 0.522 | 0.535 | 0.458 | 0.528 | |
| YOLOv4Pretrained weights=COCO2025.12 | 0.555 | 0.53 | 0.62 | — | 0.56 | |
| YOLOv10LPretrained weights=None2025.12 | 0.555 | 0.477 | 0.565 | 0.443 | 0.518 | |
| NanoDet-PlusPretrained weights=No mention2025.12 | 0.553 | — | 0.542 | — | — | |
| YOLOv8LPretrained weights=COCO2025.12 | 0.55 | — | — | — | — | |
| YOLOv3Pretrained weights=COCO2025.12 | 0.531 | 0.53 | 0.57 | — | 0.55 | |
| RTDETR-R101Pretrained weights=None2025.12 | 0.519 | 0.561 | 0.533 | 0.406 | 0.547 | |
| RTDETR-R50Pretrained weights=None2025.12 | 0.506 | 0.532 | 0.546 | 0.401 | 0.539 | |
| RTDETR-XPretrained weights=None2025.12 | 0.476 | 0.523 | 0.501 | 0.376 | 0.512 | |
| RTDETR-LPretrained weights=None2025.12 | 0.464 | 0.556 | 0.496 | 0.364 | 0.525 | |
| YOLOv6LPretrained weights=None2025.12 | 0.39 | 0.255 | 0.496 | 0.308 | 0.337 |