Object Detection on Daylily-Leaf (in-field)
87.2PrecisionTCLeaf-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCLeaf-NetGFLOPs=157.9, Parameters (M)=46.12025.12 | 87.2 | 69.9 | 78.2 | 55.1 | |
| YOLOv8LGFLOPs=164.8, Parameters (M)=43.62025.12 | 82.4 | 65.9 | 72.8 | 50.6 | |
| YOLOv5LGFLOPs=134.7, Parameters (M)=53.12025.12 | 80.9 | 64.3 | 70 | 47.9 | |
| YOLOv9CGFLOPs=102.3, Parameters (M)=25.32025.12 | 80.8 | 63 | 72.1 | 48.9 | |
| YOLO12LGFLOPs=89.4, Parameters (M)=26.42025.12 | 80.5 | 59.7 | 68.7 | 45.2 | |
| YOLOv3GFLOPs=282.2, Parameters (M)=103.72025.12 | 78.5 | 68.1 | 74.2 | 52.6 | |
| YOLO12XGFLOPs=199.9, Parameters (M)=59.12025.12 | 75 | 62.7 | 69.2 | 46.3 | |
| YOLO11LGFLOPs=86.6, Parameters (M)=25.32025.12 | 66.2 | 58.6 | 63.4 | 40.3 | |
| YOLOv10LGFLOPs=126.3, Parameters (M)=25.72025.12 | 58.5 | 49.8 | 53.5 | 34.5 | |
| RTDETR-R101GFLOPs=191.4, Parameters (M)=61.82025.12 | 58.2 | 52.7 | 52.6 | 33.1 | |
| RTDETR-R50GFLOPs=130.5, Parameters (M)=42.82025.12 | 57.8 | 53.4 | 52.6 | 32.6 | |
| RTDETR-LGFLOPs=108, Parameters (M)=32.82025.12 | 53.5 | 49 | 47.7 | 28.7 | |
| RTDETR-XGFLOPs=232.4, Parameters (M)=67.32025.12 | 43.8 | 48.5 | 38.9 | 23 | |
| YOLOv6LGFLOPs=391.2, Parameters (M)=110.92025.12 | 37.3 | 34.4 | 27.8 | 14.1 |