Object Detection on PIDray overall Average
81.3mAP50YOLOv8m
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YOLOv8mModel Size=50.3MB2026.05 | 81.3 | 67.5 | |
| GSA-YOLOModel Size=5.7MB2026.05 | 80.4 | 67.9 | |
| GEMA-YOLOModel Size=11.8MB2026.05 | 79.7 | 67 | |
| DSF-YOLOModel Size=35.4MB2026.05 | 79.2 | 66.5 | |
| ESI-YOLOModel Size=6.7MB2026.05 | 79.1 | 66.7 | |
| Fine-YOLOModel Size=46.2MB2026.05 | 78.7 | 66.2 | |
| SRW-YOLOModel Size=9.4MB2026.05 | 78.6 | 66.2 | |
| YOLOv8nModel Size=6.2MB2026.05 | 78.3 | 66.1 | |
| YOLOv8n-Pruned (L1)Model Size=4.4MB2026.05 | 76.9 | 64.8 | |
| YOLOv8n-Pruned+QAT (INT8)Model Size=2.3MB2026.05 | 75.8 | 63.8 | |
| YOLOv5nModel Size=3.9MB2026.05 | 75.2 | 58.3 | |
| Faster R-CNNModel Size=319.2MB2026.05 | 73.6 | 57.1 | |
| Retina-NetModel Size=128.7MB2026.05 | 72.9 | 56.5 |