Instance Segmentation on beach litter dataset (test)
69.7PrecisionPLAS-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PLAS-NetParams=2.73M, Size=6.7MB, FPS=1452026.04 | 69.7 | 44.4 | 58.7 | 46.8 | |
| RTDETR-L-segParams=30.81M, Size=63.8MB, FPS=1432026.04 | 61.2 | 45.9 | 50.8 | 41.8 | |
| YOLOv12n-segParams=2.81M, Size=6.1MB, FPS=1692026.04 | 57 | 34.1 | 51.3 | 41.8 | |
| YOLOv26n-segParams=2.69M, Size=6.6MB, FPS=1932026.04 | 53.2 | 46.7 | 53.6 | 44.3 | |
| YOLOv11n-segParams=2.84M, Size=6.0MB, FPS=2322026.04 | 52.1 | 44.3 | 52.6 | 43.9 | |
| YOLOv6s-segParams=16.75M, Size=33.8MB, FPS=2912026.04 | 50.8 | 28.6 | 38.5 | 29.1 | |
| YOLOv10n-segParams=2.52M, Size=5.4MB, FPS=2402026.04 | 46 | 41.3 | 49.7 | 41.2 | |
| YOLOv8n-segParams=3.26M, Size=6.8MB, FPS=2892026.04 | 45.4 | 38 | 38.6 | 30.3 | |
| GhostNet-segParams=3.01M, Size=6.5MB, FPS=1832026.04 | 42.4 | 35.4 | 35.7 | 27.1 | |
| YOLOv9s-segParams=8.52M, Size=18.0MB, FPS=1072026.04 | 40.9 | 49.9 | 50.5 | 41.3 | |
| YOLOv13n-segParams=2.72M, Size=6.0MB, FPS=1172026.04 | 33.9 | 50.1 | 50.4 | 42 | |
| Mamba-YOLO-T-segParams=6.23M, Size=12.8MB, FPS=632026.04 | 27.2 | 58.7 | 49.4 | 39.6 |