Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

Liang-Chieh ChenYukun ZhuGeorge PapandreouFlorian SchroffHartwig Adam

   Papers with code   Abstract  PDF

Spatial pyramid pooling module or encode-decoder structure are used in deep neural networks for semantic segmentation task. The former networks are able to encode multi-scale contextual information by probing the incoming features with filters or pooling operations at multiple rates and multiple effective fields-of-view, while the latter networks can capture sharper object boundaries by gradually recovering the spatial information... (read more)

Benchmarked Models

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MODEL
REPO
CODE RESULT
PAPER RESULT
ε-REPRODUCED
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1
Modified Aligned Xception
79.6%
79.8%