Rethinking atrous convolution for semantic image segmentation
Introduction
[ALGORITHM]
@article{chen2017rethinking,
title={Rethinking atrous convolution for semantic image segmentation},
author={Chen, Liang-Chieh and Papandreou, George and Schroff, Florian and Adam, Hartwig},
journal={arXiv preprint arXiv:1706.05587},
year={2017}
}
Results and models
Note: D-8 here corresponding to the output stride 8 setting for DeepLab series.
Cityscapes
| Method |
Backbone |
Crop Size |
Lr schd |
Mem (GB) |
Inf time (fps) |
mIoU |
mIoU(ms+flip) |
download |
| DeepLabV3 |
R-50-D8 |
512x1024 |
40000 |
6.1 |
2.57 |
79.09 |
80.45 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x1024 |
40000 |
9.6 |
1.92 |
77.12 |
79.61 |
model | log |
| DeepLabV3 |
R-50-D8 |
769x769 |
40000 |
6.9 |
1.11 |
78.58 |
79.89 |
model | log |
| DeepLabV3 |
R-101-D8 |
769x769 |
40000 |
10.9 |
0.83 |
79.27 |
80.11 |
model | log |
| DeepLabV3 |
R-18-D8 |
512x1024 |
80000 |
1.7 |
13.78 |
76.70 |
78.27 |
model | log |
| DeepLabV3 |
R-50-D8 |
512x1024 |
80000 |
- |
- |
79.32 |
80.57 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x1024 |
80000 |
- |
- |
80.20 |
81.21 |
model | log |
| DeepLabV3 |
R-18-D8 |
769x769 |
80000 |
1.9 |
5.55 |
76.60 |
78.26 |
model | log |
| DeepLabV3 |
R-50-D8 |
769x769 |
80000 |
- |
- |
79.89 |
81.06 |
model | log |
| DeepLabV3 |
R-101-D8 |
769x769 |
80000 |
- |
- |
79.67 |
80.81 |
model | log |
| DeepLabV3 |
R-101-D16-MG124 |
512x1024 |
40000 |
4.7 |
- 6.96 |
76.71 |
78.63 |
model | log |
| DeepLabV3 |
R-101-D16-MG124 |
512x1024 |
80000 |
- |
- |
78.36 |
79.84 |
model | log |
| DeepLabV3 |
R-18b-D8 |
512x1024 |
80000 |
1.6 |
13.93 |
76.26 |
77.88 |
model | log |
| DeepLabV3 |
R-50b-D8 |
512x1024 |
80000 |
6.0 |
2.74 |
79.63 |
80.98 |
model | log |
| DeepLabV3 |
R-101b-D8 |
512x1024 |
80000 |
9.5 |
1.81 |
80.01 |
81.21 |
model | log |
| DeepLabV3 |
R-18b-D8 |
769x769 |
80000 |
1.8 |
5.79 |
76.63 |
77.51 |
model | log |
| DeepLabV3 |
R-50b-D8 |
769x769 |
80000 |
6.8 |
1.16 |
78.80 |
80.27 |
model | log |
| DeepLabV3 |
R-101b-D8 |
769x769 |
80000 |
10.7 |
0.82 |
79.41 |
80.73 |
model | log |
ADE20K
| Method |
Backbone |
Crop Size |
Lr schd |
Mem (GB) |
Inf time (fps) |
mIoU |
mIoU(ms+flip) |
download |
| DeepLabV3 |
R-50-D8 |
512x512 |
80000 |
8.9 |
14.76 |
42.42 |
43.28 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x512 |
80000 |
12.4 |
10.14 |
44.08 |
45.19 |
model | log |
| DeepLabV3 |
R-50-D8 |
512x512 |
160000 |
- |
- |
42.66 |
44.09 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x512 |
160000 |
- |
- |
45.00 |
46.66 |
model | log |
Pascal VOC 2012 + Aug
| Method |
Backbone |
Crop Size |
Lr schd |
Mem (GB) |
Inf time (fps) |
mIoU |
mIoU(ms+flip) |
download |
| DeepLabV3 |
R-50-D8 |
512x512 |
20000 |
6.1 |
13.88 |
76.17 |
77.42 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x512 |
20000 |
9.6 |
9.81 |
78.70 |
79.95 |
model | log |
| DeepLabV3 |
R-50-D8 |
512x512 |
40000 |
- |
- |
77.68 |
78.78 |
model | log |
| DeepLabV3 |
R-101-D8 |
512x512 |
40000 |
- |
- |
77.92 |
79.18 |
model | log |
Pascal Context
| Method |
Backbone |
Crop Size |
Lr schd |
Mem (GB) |
Inf time (fps) |
mIoU |
mIoU(ms+flip) |
download |
| DeepLabV3 |
R-101-D8 |
480x480 |
40000 |
9.2 |
7.09 |
46.55 |
47.81 |
model | log |
| DeepLabV3 |
R-101-D8 |
480x480 |
80000 |
- |
- |
46.42 |
47.53 |
model | log |
