Object Detection on PIDray (hard)
88.8mAP@50YOLOv8m
Evaluation results
| Method | Links | ||
|---|---|---|---|
| YOLOv8mModel Size=50.3MB2026.05 | 88.8 | 74.5 | |
| GSA-YOLOModel Size=5.7MB2026.05 | 87.9 | 73.4 | |
| DSF-YOLOModel Size=35.4MB2026.05 | 87.6 | 72.4 | |
| GEMA-YOLOModel Size=11.8MB2026.05 | 87.5 | 72.9 | |
| ESI-YOLOModel Size=6.7MB2026.05 | 87.1 | 72.4 | |
| SRW-YOLOModel Size=9.4MB2026.05 | 86.8 | 72.2 | |
| Fine-YOLOModel Size=46.2MB2026.05 | 86.6 | 72.1 | |
| YOLOv8nModel Size=6.2MB2026.05 | 86.2 | 71.8 | |
| YOLOv8n-Pruned (L1)Model Size=4.4MB2026.05 | 85.1 | 70.5 | |
| YOLOv5nModel Size=3.9MB2026.05 | 84.7 | 65.1 | |
| YOLOv8n-Pruned+QAT (INT8)Model Size=2.3MB2026.05 | 83.8 | 69.6 | |
| Faster R-CNNModel Size=319.2MB2026.05 | 82 | 63.2 | |
| Retina-NetModel Size=128.7MB2026.05 | 81.3 | 62.1 |