Method Details
Details for method 'SAIT'
Method overview
| name | SAIT |
| challenge | pixel-level semantic labeling |
| details | - no post-processing like CRF < onlyHG > |
| publication | Anonymous |
| project page / code | |
| used Cityscapes data | fine annotations, coarse annotations |
| used external data | ImageNet |
| runtime | 1 s GPU TITAN X |
| subsampling | no |
| submission date | June, 2016 |
| previous submissions | 1, 2, 3, 4, 5 |
Average results
| Metric | Value |
|---|---|
| IoU Classes | 74.0594 |
| iIoU Classes | 46.8454 |
| IoU Categories | 88.3991 |
| iIoU Categories | 72.1252 |
Class results
| Class | IoU | iIoU |
|---|---|---|
| road | 98.4102 | - |
| sidewalk | 84.7932 | - |
| building | 91.7147 | - |
| wall | 51.5311 | - |
| fence | 54.1065 | - |
| pole | 59.0607 | - |
| traffic light | 65.8914 | - |
| traffic sign | 71.8243 | - |
| vegetation | 92.6809 | - |
| terrain | 71.0932 | - |
| sky | 94.8676 | - |
| person | 81.2514 | 58.2697 |
| rider | 61.9509 | 36.1659 |
| car | 94.7912 | 87.266 |
| truck | 63.7165 | 28.6774 |
| bus | 76.185 | 41.7757 |
| train | 65.4894 | 39.7495 |
| motorcycle | 57.941 | 31.9182 |
| bicycle | 69.8285 | 50.9409 |
Category results
| Category | IoU | iIoU |
|---|---|---|
| flat | 98.5376 | - |
| nature | 92.3871 | - |
| object | 65.927 | - |
| sky | 94.8676 | - |
| construction | 91.9654 | - |
| human | 81.2792 | 59.4194 |
| vehicle | 93.8301 | 84.8311 |