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Some Collections Around MMSegmentation

本文收集一系列 MMSegmentation收录的网络结构.

以Res50-D8 $512 \times 1024$ 在cityscapes上的性能

Methods	mIoU	FPS
DeepLabV3+	79.61	3.94
DNLNet	78.61	2.56
NonLocal	78.24	2.72
PSPNet	77.85	4.07
GCNet	77.69	3.93
ANN	77.40	3.71
OCRNet	74.30	10.45
FCN	72.25	4.17

Pyramid Scene Parsing Network (PSPNetwork)

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Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation

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GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond

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Asymmetric Non-local Neural Networks for Semantic Segmentation (ANN)

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Object-Contextual Representations for Semantic Segmentation

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Disentangled Non-Local Neural Networks (DNL)

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图中whiten的操作指的是减去关于channel通道的均值.