@inproceedings{zhao2018psanet,
title={Psanet: Point-wise spatial attention network for scene parsing},
author={Zhao, Hengshuang and Zhang, Yi and Liu, Shu and Shi, Jianping and Change Loy, Chen and Lin, Dahua and Jia, Jiaya},
booktitle={Proceedings of the European Conference on Computer Vision (ECCV)},
pages={267--283},
year={2018}
}| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| PSANet | R-50-D8 | 512x1024 | 40000 | 7 | 3.17 | 77.63 | 79.04 | model | log |
| PSANet | R-101-D8 | 512x1024 | 40000 | 10.5 | 2.20 | 79.14 | 80.19 | model | log |
| PSANet | R-50-D8 | 769x769 | 40000 | 7.9 | 1.40 | 77.99 | 79.64 | model | log |
| PSANet | R-101-D8 | 769x769 | 40000 | 11.9 | 0.98 | 78.43 | 80.26 | model | log |
| PSANet | R-50-D8 | 512x1024 | 80000 | - | - | 77.24 | 78.69 | model | log |
| PSANet | R-101-D8 | 512x1024 | 80000 | - | - | 79.31 | 80.53 | model | log |
| PSANet | R-50-D8 | 769x769 | 80000 | - | - | 79.31 | 80.91 | model | log |
| PSANet | R-101-D8 | 769x769 | 80000 | - | - | 79.69 | 80.89 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| PSANet | R-50-D8 | 512x512 | 80000 | 9 | 18.91 | 41.14 | 41.91 | model | log |
| PSANet | R-101-D8 | 512x512 | 80000 | 12.5 | 13.13 | 43.80 | 44.75 | model | log |
| PSANet | R-50-D8 | 512x512 | 160000 | - | - | 41.67 | 42.95 | model | log |
| PSANet | R-101-D8 | 512x512 | 160000 | - | - | 43.74 | 45.38 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| PSANet | R-50-D8 | 512x512 | 20000 | 6.9 | 18.24 | 76.39 | 77.34 | model | log |
| PSANet | R-101-D8 | 512x512 | 20000 | 10.4 | 12.63 | 77.91 | 79.30 | model | log |
| PSANet | R-50-D8 | 512x512 | 40000 | - | - | 76.30 | 77.35 | model | log |
| PSANet | R-101-D8 | 512x512 | 40000 | - | - | 77.73 | 79.05 | model | log |