Semantic Segmentation on Cityscapes (val) (mIoU, FPS, FLOPs, Params)
80.9mIoUPIDNet-L
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PIDNet-LGPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 80.9 | 31.1 | 275.8 | — | |
| PIDNet-MGPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 80.1 | 39.8 | 197.4 | — | |
| DDRNet-23GPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 79.5 | 51.4 | 143.1 | — | |
| PIDNet-S-SimpleGPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 78.8 | 100.8 | 46.3 | — | |
| PIDNet-SGPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 78.8 | 93.2 | 47.6 | — | |
| PP-LiteSeg-B2GPU=RTX 3090, Resolution=1536×768, inference_platform=Author Platform2022.06 | 78.2 | 68.2 | — | — | |
| HyperSeg-SGPU=RTX 3090, Resolution=1536×768, inference_platform=Author Platform2022.06 | 78.2 | 45.7 | 17 | 10.2 | |
| DDRNet-23-SGPU=RTX 3090, Resolution=2048×1024, inference_platform=Author Platform2022.06 | 77.8 | 108.1 | 36.3 | — | |
| STDC2-Seg75GPU=RTX 3090, Resolution=1536×768, inference_platform=Author Platform2022.06 | 77 | 58.2 | — | — | |
| DF2-Seg2GPU=GTX 1080Ti, Resolution=1536×7682022.06 | 76.9 | 56.3 | — | — | |
| CABiNetGPU=RTX 2080Ti, Resolution=2048×10242022.06 | 76.6 | 76.5 | 12 | — | |
| HyperSeg-MGPU=RTX 3090, Resolution=1024×512, inference_platform=Author Platform2022.06 | 76.2 | 59.1 | 7.5 | 10.1 | |
| PP-LiteSeg-T2GPU=RTX 3090, Resolution=1536×768, inference_platform=Author Platform2022.06 | 76 | 96 | — | — | |
| DF2-Seg1GPU=GTX 1080Ti, Resolution=1536×7682022.06 | 75.9 | 67.2 | — | — | |
| BiSeNetV2-LGPU=GTX 1080Ti, Resolution=1024×5122022.06 | 75.8 | 47.3 | 118.5 | — | |
| SwiftNetRN-18GPU=GTX 1080Ti, Resolution=2048×10242022.06 | 75.5 | 39.9 | 104 | — | |
| BiSeNet (Res18)GPU=GTX 1080Ti, Resolution=1536×7682022.06 | 74.8 | 65.5 | 55.3 | — | |
| STDC1-Seg75GPU=RTX 3090, Resolution=1536×768, inference_platform=Author Platform2022.06 | 74.5 | 74.8 | — | — |