Method Details
Details for method 'CLRCNet'
Method overview
| name | CLRCNet |
| challenge | pixel-level semantic labeling |
| details | A lightweight and real-time semantic segmentation method. |
| publication | CLRCNet: Cascaded Low-Rank Convolutions 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 | June, 2018 |
| previous submissions |
Average results
| Metric | Value |
|---|---|
| IoU Classes | 63.2943 |
| iIoU Classes | 35.9316 |
| IoU Categories | 84.4282 |
| iIoU Categories | 67.9667 |
Class results
| Class | IoU | iIoU |
|---|---|---|
| road | 97.1999 | - |
| sidewalk | 77.2915 | - |
| building | 88.0284 | - |
| wall | 35.9323 | - |
| fence | 40.1409 | - |
| pole | 50.1441 | - |
| traffic light | 55.0999 | - |
| traffic sign | 60.0478 | - |
| vegetation | 90.9384 | - |
| terrain | 66.7116 | - |
| sky | 93.4022 | - |
| person | 73.1222 | 51.8473 |
| rider | 49.8428 | 26.5969 |
| car | 90.8412 | 84.1609 |
| truck | 37.3517 | 13.6476 |
| bus | 51.4799 | 27.5139 |
| train | 45.1249 | 21.9504 |
| motorcycle | 41.9047 | 18.3464 |
| bicycle | 57.9865 | 43.3893 |
Category results
| Category | IoU | iIoU |
|---|---|---|
| flat | 97.9911 | - |
| nature | 90.5734 | - |
| object | 56.7124 | - |
| sky | 93.4022 | - |
| construction | 88.4998 | - |
| human | 74.0848 | 53.4458 |
| vehicle | 89.7337 | 82.4876 |