Object Detection on Daylily-Leaf (ideal)
85.9PrecisionTCLeaf-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCLeaf-NetGFLOPs=157.9, Parameters (M)=46.12025.12 | 85.9 | 83.6 | 89.5 | 65.2 | |
| YOLOv9CGFLOPs=102.3, Parameters (M)=25.32025.12 | 85.7 | 79.4 | 87.5 | 61.2 | |
| YOLOv3GFLOPs=282.2, Parameters (M)=103.72025.12 | 84.8 | 82.3 | 88.3 | 64.2 | |
| YOLOv8LGFLOPs=164.8, Parameters (M)=43.62025.12 | 82.6 | 83.5 | 87.8 | 63.1 | |
| YOLOv6LGFLOPs=391.2, Parameters (M)=110.92025.12 | 81.8 | 75.9 | 84.1 | 57.4 | |
| YOLO12XGFLOPs=199.9, Parameters (M)=59.12025.12 | 81.6 | 81.5 | 86.4 | 60.9 | |
| YOLO12LGFLOPs=89.4, Parameters (M)=26.42025.12 | 81.6 | 78.4 | 84.8 | 58.3 | |
| YOLOv5LGFLOPs=134.7, Parameters (M)=53.12025.12 | 80.7 | 82.4 | 86.8 | 64.1 | |
| YOLO11LGFLOPs=86.6, Parameters (M)=25.32025.12 | 80.2 | 76.9 | 84.9 | 58.1 | |
| YOLOv10LGFLOPs=126.3, Parameters (M)=25.72025.12 | 73.5 | 68.1 | 76.1 | 58.1 | |
| RTDETR-R50GFLOPs=130.5, Parameters (M)=42.82025.12 | 67.1 | 67 | 67.6 | 43 | |
| RTDETR-R101GFLOPs=191.4, Parameters (M)=61.82025.12 | 63.2 | 65.1 | 65.4 | 42.3 | |
| RTDETR-LGFLOPs=108, Parameters (M)=32.82025.12 | 63 | 62.4 | 61.9 | 39.1 | |
| RTDETR-XGFLOPs=232.4, Parameters (M)=67.32025.12 | 55.6 | 56 | 54.1 | 33.1 |