Method Details
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 |