@article{fu2018dual,
title={Dual Attention Network for Scene Segmentation},
author={Jun Fu, Jing Liu, Haijie Tian, Yong Li, Yongjun Bao, Zhiwei Fang,and Hanqing Lu},
booktitle={The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year={2019}
}
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| DANet | R-50-D8 | 512x1024 | 40000 | 7.4 | 2.66 | 78.74 | - | model | log |
| DANet | R-101-D8 | 512x1024 | 40000 | 10.9 | 1.99 | 80.52 | - | model | log |
| DANet | R-50-D8 | 769x769 | 40000 | 8.8 | 1.56 | 78.88 | 80.62 | model | log |
| DANet | R-101-D8 | 769x769 | 40000 | 12.8 | 1.07 | 79.88 | 81.47 | model | log |
| DANet | R-50-D8 | 512x1024 | 80000 | - | - | 79.34 | - | model | log |
| DANet | R-101-D8 | 512x1024 | 80000 | - | - | 80.41 | - | model | log |
| DANet | R-50-D8 | 769x769 | 80000 | - | - | 79.27 | 80.96 | model | log |
| DANet | R-101-D8 | 769x769 | 80000 | - | - | 80.47 | 82.02 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| DANet | R-50-D8 | 512x512 | 80000 | 11.5 | 21.20 | 41.66 | 42.90 | model | log |
| DANet | R-101-D8 | 512x512 | 80000 | 15 | 14.18 | 43.64 | 45.19 | model | log |
| DANet | R-50-D8 | 512x512 | 160000 | - | - | 42.45 | 43.25 | model | log |
| DANet | R-101-D8 | 512x512 | 160000 | - | - | 44.17 | 45.02 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| DANet | R-50-D8 | 512x512 | 20000 | 6.5 | 20.94 | 74.45 | 75.69 | model | log |
| DANet | R-101-D8 | 512x512 | 20000 | 9.9 | 13.76 | 76.02 | 77.23 | model | log |
| DANet | R-50-D8 | 512x512 | 40000 | - | - | 76.37 | 77.29 | model | log |
| DANet | R-101-D8 | 512x512 | 40000 | - | - | 76.51 | 77.32 | model | log |