Method Details
Details for method 'ADSCNet'
Method overview
| name | ADSCNet |
| challenge | pixel-level semantic labeling |
| details | A lightweight and real-time semantic segmentation method for mobile devices. |
| publication | ADSCNet: Asymmetric Depthwise Separable Convolution for Semantic Segmentation in Real-time |
| project page / code | |
| used Cityscapes data | fine annotations |
| used external data | |
| runtime | 0.013 s GPU |
| subsampling | no |
| submission date | July, 2018 |
| previous submissions |
Average results
| Metric | Value |
|---|---|
| IoU Classes | 64.4849 |
| iIoU Classes | 36.7691 |
| IoU Categories | 84.8648 |
| iIoU Categories | 68.7401 |
Class results
| Class | IoU | iIoU |
|---|---|---|
| road | 97.2996 | - |
| sidewalk | 77.9635 | - |
| building | 88.5875 | - |
| wall | 39.4805 | - |
| fence | 40.0884 | - |
| pole | 51.3865 | - |
| traffic light | 55.0251 | - |
| traffic sign | 60.287 | - |
| vegetation | 91.1255 | - |
| terrain | 66.8951 | - |
| sky | 93.4988 | - |
| person | 73.6946 | 53.4794 |
| rider | 50.6123 | 25.2437 |
| car | 91.3804 | 84.4106 |
| truck | 44.8555 | 16.634 |
| bus | 51.7347 | 25.4595 |
| train | 48.0084 | 24.397 |
| motorcycle | 43.3706 | 19.9086 |
| bicycle | 59.919 | 44.6197 |
Category results
| Category | IoU | iIoU |
|---|---|---|
| flat | 97.9957 | - |
| nature | 90.7353 | - |
| object | 57.7493 | - |
| sky | 93.4988 | - |
| construction | 88.8706 | - |
| human | 74.8725 | 55.1413 |
| vehicle | 90.3311 | 82.3389 |