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 |
Average results
| Metric |
Value |
| IoU Classes | 75.9299 |
| iIoU Classes | 53.4795 |
| IoU Categories | 90.0164 |
| iIoU Categories | 77.7225 |
Class results
| Class |
IoU |
iIoU |
| road | 98.5237 | - |
| sidewalk | 85.6017 | - |
| building | 92.4006 | - |
| wall | 43.3227 | - |
| fence | 56.4226 | - |
| pole | 63.142 | - |
| traffic light | 73.0311 | - |
| traffic sign | 76.757 | - |
| vegetation | 92.9574 | - |
| terrain | 72.4608 | - |
| sky | 95.0343 | - |
| person | 85.6044 | 66.8283 |
| rider | 68.5121 | 45.8225 |
| car | 95.5645 | 89.6901 |
| truck | 58.8694 | 31.3224 |
| bus | 74.6218 | 49.0834 |
| train | 66.0457 | 38.0967 |
| motorcycle | 67.9292 | 45.7296 |
| bicycle | 75.8672 | 61.263 |
Category results
| Category |
IoU |
iIoU |
| flat | 98.6628 | - |
| nature | 92.6885 | - |
| object | 70.1037 | - |
| sky | 95.0343 | - |
| construction | 92.6468 | - |
| human | 86.1412 | 67.9135 |
| vehicle | 94.8375 | 87.5316 |
Links
Download results as .csv file
Benchmark page