Method Details
Details for method 'DSNet'
Method overview
| name | DSNet |
| challenge | pixel-level semantic labeling |
| details | DSNet for Real-Time Driving Scene Semantic Segmentation |
| publication | DSNet for Real-Time Driving Scene Semantic Segmentation Wenfu Wang https://arxiv.org/abs/1812.07049 |
| project page / code | https://github.com/s7ev3n/DSNet |
| used Cityscapes data | fine annotations, coarse annotations |
| used external data | |
| runtime | 0.027 s |
| subsampling | 2 |
| submission date | November, 2018 |
| previous submissions |
Average results
| Metric | Value |
|---|---|
| IoU Classes | 69.3494 |
| iIoU Classes | 42.8309 |
| IoU Categories | 86.0237 |
| iIoU Categories | 70.7173 |
Class results
| Class | IoU | iIoU |
|---|---|---|
| road | 97.1499 | - |
| sidewalk | 79.7279 | - |
| building | 89.4398 | - |
| wall | 37.8159 | - |
| fence | 50.4046 | - |
| pole | 56.7067 | - |
| traffic light | 63.0525 | - |
| traffic sign | 68.5348 | - |
| vegetation | 91.0261 | - |
| terrain | 67.872 | - |
| sky | 93.4553 | - |
| person | 75.66 | 57.1239 |
| rider | 61.4416 | 35.0234 |
| car | 91.9143 | 85.3724 |
| truck | 50.4037 | 21.9457 |
| bus | 66.7712 | 37.1416 |
| train | 56.768 | 28.4335 |
| motorcycle | 54.0617 | 30.0738 |
| bicycle | 65.4328 | 47.5332 |
Category results
| Category | IoU | iIoU |
|---|---|---|
| flat | 97.6695 | - |
| nature | 90.5302 | - |
| object | 63.1422 | - |
| sky | 93.4553 | - |
| construction | 89.8891 | - |
| human | 76.1455 | 58.0285 |
| vehicle | 91.3344 | 83.4061 |