19 lines
1.5 KiB
Markdown
19 lines
1.5 KiB
Markdown
|
# Fast-SCNN for Semantic Segmentation
|
||
|
|
|
||
|
|
## Introduction
|
||
|
|
```
|
||
|
|
@article{poudel2019fast,
|
||
|
|
title={Fast-scnn: Fast semantic segmentation network},
|
||
|
|
author={Poudel, Rudra PK and Liwicki, Stephan and Cipolla, Roberto},
|
||
|
|
journal={arXiv preprint arXiv:1902.04502},
|
||
|
|
year={2019}
|
||
|
|
}
|
||
|
|
```
|
||
|
|
|
||
|
|
## Results and models
|
||
|
|
|
||
|
|
### Cityscapes
|
||
|
|
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|
||
|
|
|------------|-----------|-----------|--------:|----------|----------------|------:|---------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|
||
|
|
| Fast-SCNN | Fast-SCNN | 512x1024 | 80000 | 8.4 | 63.61 | 69.06 | - | [model](https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmsegmentation/v0.5/fast_scnn/fast_scnn_4x8_80k_lr0.12_cityscapes-cae6c46a.pth) | [log](https://openmmlab.oss-cn-hangzhou.aliyuncs.com/mmsegmentation/v0.5/fast_scnn/fast_scnn_4x8_80k_lr0.12_cityscapes-20200807_165744.log.json) |
|