Object Detection on PIDray (easy)
87.6mAP50YOLOv8m
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| YOLOv8mModel Size=50.3MB2026.05 | 87.6 | 78.1 | |
| GSA-YOLOModel Size=5.7MB2026.05 | 86.8 | 77.1 | |
| GEMA-YOLOModel Size=11.8MB2026.05 | 86.1 | 76.3 | |
| DSF-YOLOModel Size=35.4MB2026.05 | 85.2 | 75.6 | |
| ESI-YOLOModel Size=6.7MB2026.05 | 85 | 75.9 | |
| Fine-YOLOModel Size=46.2MB2026.05 | 84.8 | 75.2 | |
| SRW-YOLOModel Size=9.4MB2026.05 | 84.7 | 75.4 | |
| YOLOv8nModel Size=6.2MB2026.05 | 84.4 | 75 | |
| YOLOv8n-Pruned (L1)Model Size=4.4MB2026.05 | 83.2 | 74.1 | |
| YOLOv8n-Pruned+QAT (INT8)Model Size=2.3MB2026.05 | 82.2 | 72.9 | |
| YOLOv5nModel Size=3.9MB2026.05 | 81.7 | 69.1 | |
| Faster R-CNNModel Size=319.2MB2026.05 | 80.5 | 67.9 | |
| Retina-NetModel Size=128.7MB2026.05 | 79.9 | 67.2 |