[ALGORITHM]
@inproceedings{cao2019gcnet,
title={Gcnet: Non-local networks meet squeeze-excitation networks and beyond},
author={Cao, Yue and Xu, Jiarui and Lin, Stephen and Wei, Fangyun and Hu, Han},
booktitle={Proceedings of the IEEE International Conference on Computer Vision Workshops},
pages={0--0},
year={2019}
}| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| GCNet | R-50-D8 | 512x1024 | 40000 | 5.8 | 3.93 | 77.69 | 78.56 | model | log |
| GCNet | R-101-D8 | 512x1024 | 40000 | 9.2 | 2.61 | 78.28 | 79.34 | model | log |
| GCNet | R-50-D8 | 769x769 | 40000 | 6.5 | 1.67 | 78.12 | 80.09 | model | log |
| GCNet | R-101-D8 | 769x769 | 40000 | 10.5 | 1.13 | 78.95 | 80.71 | model | log |
| GCNet | R-50-D8 | 512x1024 | 80000 | - | - | 78.48 | 80.01 | model | log |
| GCNet | R-101-D8 | 512x1024 | 80000 | - | - | 79.03 | 79.84 | model | log |
| GCNet | R-50-D8 | 769x769 | 80000 | - | - | 78.68 | 80.66 | model | log |
| GCNet | R-101-D8 | 769x769 | 80000 | - | - | 79.18 | 80.71 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| GCNet | R-50-D8 | 512x512 | 80000 | 8.5 | 23.38 | 41.47 | 42.85 | model | log |
| GCNet | R-101-D8 | 512x512 | 80000 | 12 | 15.20 | 42.82 | 44.54 | model | log |
| GCNet | R-50-D8 | 512x512 | 160000 | - | - | 42.37 | 43.52 | model | log |
| GCNet | R-101-D8 | 512x512 | 160000 | - | - | 43.69 | 45.21 | model | log |
| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) | mIoU | mIoU(ms+flip) | download |
|---|---|---|---|---|---|---|---|---|
| GCNet | R-50-D8 | 512x512 | 20000 | 5.8 | 23.35 | 76.42 | 77.51 | model | log |
| GCNet | R-101-D8 | 512x512 | 20000 | 9.2 | 14.80 | 77.41 | 78.56 | model | log |
| GCNet | R-50-D8 | 512x512 | 40000 | - | - | 76.24 | 77.63 | model | log |
| GCNet | R-101-D8 | 512x512 | 40000 | - | - | 77.84 | 78.59 | model | log |