Chen, Liang-Chieh, Yukun Zhu, George Papandreou, Florian Schroff, and Hartwig Adam. "Encoder-decoder with atrous separable convolution for semantic image segmentation." In Proceedings of the European conference on computer vision (ECCV), pp. 801-818. 2018.
| Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
|---|---|---|---|---|---|---|---|
| DeepLabV3P | ResNet50_OS8 | 1024x512 | 80000 | 80.36% | 80.57% | 80.81% | model | log | vdl |
| DeepLabV3P* | ResNet50_OS8 | 1024x512 | 80000 | 81.18% | 81.42% | 81.48% | model | log | vdl |
| DeepLabV3P | ResNet101_OS8 | 1024x512 | 80000 | 81.10% | 81.38% | 81.24% | model | log | vdl |
| DeepLabV3P | ResNet101_OS8 | 769x769 | 80000 | 81.53% | 81.88% | 82.12% | model | log | vdl |
DeepLabV3P* is DeepLabV3P with RMI Loss, which requires paddlepaddle=2.2.
| Model | Backbone | Resolution | Training Iters | mIoU | mIoU (flip) | mIoU (ms+flip) | Links |
|---|---|---|---|---|---|---|---|
| DeepLabV3P | ResNet50_OS8 | 512x512 | 40000 | 80.66% | 81.33% | 81.49% | model | log | vdl |
| DeepLabV3P | ResNet101_OS8 | 512x512 | 40000 | 80.60% | 80.77% | 80.75% | model | log | vdl |