Semantic Segmentation Modules

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Methods

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Method	Year	Papers
ASPP DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs	2016	76
Pyramid Pooling Module Pyramid Scene Parsing Network	2016	71
NEAT NEAT: Neural Attention Fields for End-to-End Autonomous Driving	2021	18
PointRend PointRend: Image Segmentation as Rendering	2019	9
Global Convolutional Network Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network	2017	6
Channel-wise Cross Attention UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	2021	5
Channel-wise Cross Fusion Transformer UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer	2021	4
STDC Rethinking BiSeNet For Real-time Semantic Segmentation	2021	4
Point-wise Spatial Attention PSANet: Point-wise Spatial Attention Network for Scene Parsing	2018	3
Flow Alignment Module Semantic Flow for Fast and Accurate Scene Parsing	2020	3
Bilateral Guided Aggregation Layer BiSeNet V2: Bilateral Network with Guided Aggregation for Real-time Semantic Segmentation	2020	2
DASPP LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation	2019	1