Details for method 'PSPNet'
Method overview
| name |
PSPNet |
| challenge |
pixel-level semantic labeling |
| details |
Using training set only (2975 images) without adding validation set or coarse set, no post-processsing like CRF. |
| publication |
Anonymous
|
| project page / code |
|
| used Cityscapes data |
fine annotations |
| used external data |
ImageNet |
| runtime |
n/a |
| subsampling |
no |
| submission date |
August, 2016 |
| previous submissions |
1, 2, 3, 4 |
Average results
| Metric |
Value |
| IoU Classes | 76.0191 |
| iIoU Classes | 52.3949 |
| IoU Categories | 89.8889 |
| iIoU Categories | 76.9949 |
Class results
| Class |
IoU |
iIoU |
| road | 98.4688 | - |
| sidewalk | 85.1647 | - |
| building | 92.6668 | - |
| wall | 49.7215 | - |
| fence | 58.1827 | - |
| pole | 61.9611 | - |
| traffic light | 72.5287 | - |
| traffic sign | 76.7125 | - |
| vegetation | 93.0693 | - |
| terrain | 71.9124 | - |
| sky | 95.1672 | - |
| person | 85.3427 | 65.4822 |
| rider | 68.199 | 45.0622 |
| car | 95.3961 | 89.7014 |
| truck | 56.6668 | 29.9054 |
| bus | 72.7411 | 48.309 |
| train | 68.8423 | 37.8376 |
| motorcycle | 66.4095 | 43.1447 |
| bicycle | 75.2092 | 59.7164 |
Category results
| Category |
IoU |
iIoU |
| flat | 98.6405 | - |
| nature | 92.7546 | - |
| object | 69.3322 | - |
| sky | 95.1672 | - |
| construction | 92.7693 | - |
| human | 85.7883 | 66.5106 |
| vehicle | 94.7703 | 87.4792 |
Links
Download results as .csv file
Benchmark page