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PaddleSeg
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PaddleSeg/configs/deeplabv3p
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Fix RMI Loss (#1192) 		2 years ago
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README.md Fix RMI Loss (#1192) 2 years ago
deeplabv3p_resnet50_os8_cityscapes_1024x512_80k.yml make dygraph as home page 3 years ago
deeplabv3p_resnet50_os8_cityscapes_1024x512_80k_rmiloss.yml Fix RMI Loss (#1192) 2 years ago
deeplabv3p_resnet50_os8_voc12aug_512x512_40k.yml Update deeplabv3p_resnet101_os8_voc12aug_512x512_40k.yml 3 years ago
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deeplabv3p_resnet101_os8_cityscapes_1024x512_80k.yml make dygraph as home page 3 years ago
deeplabv3p_resnet101_os8_voc12aug_512x512_40k.yml make dygraph as home page 3 years ago

README.md

Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

Reference

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.

Performance

Cityscapes

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.

Pascal VOC 2012 + Aug

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
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飞桨高性能图像分割开发套件，端到端完成从训练到部署的全流程图像分割应用。

https://github.com/PaddlePaddle/PaddleSeg

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