Multi-task Perception on BDD100K
802.9FPSYOLOv8n(det)
Evaluation Results
| Method | Links | |
|---|---|---|
| YOLOv8n(det)Parameters=3.16M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 802.9 | |
| YOLOv8n(seg)Parameters=3.26M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 610.49 | |
| A-YOLOM(n)Parameters=4.43M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 172.2 | |
| YOLOPParameters=7.9M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 134.8 | |
| YOLOv8n(det)Parameters=3.16M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 102 | |
| A-YOLOM(s)Parameters=13.61M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 96.2 | |
| YOLOv8n(seg)Parameters=3.26M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 82.55 | |
| A-YOLOM(n)Parameters=4.43M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 39.9 | |
| A-YOLOM(s)Parameters=13.61M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 39.7 | |
| HybridNetParameters=12.83M, Batch size=32, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 26.9 | |
| YOLOPParameters=7.9M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 26 | |
| HybridNetParameters=12.83M, Batch size=1, Hardware=GTX 1080 Ti, Resolution=640x6402023.10 | 11.7 |