segmentation

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几个目标：

• better
  • model
  • balancing
• faster

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• Simple Introduction about Hourglass-like Model
• Stacked Hourglass算法详解

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real-time

• [NIPS 2016 Workshop - MLITS] Speeding up Semantic Segmentation for Autonomous Driving
• [1609.05158] Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
  • [1609.07009] Is the deconvolution layer the same as a convolutional layer?
• [1606.02147] ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
• [1704.08812] Automatic Real-time Background Cut for Portrait Videos
• [1704.08545] ICNet for Real-Time Semantic Segmentation on High-Resolution Images
• March 1, 2018 - Google Blog: Mobile Real-time Video Segmentation

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attention

• [1511.03339] Attention to Scale: Scale-aware Semantic Image Segmentation

balancing

• [1704.01344] Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade

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networks

• [1702.08502] Understanding Convolution for Semantic Segmentation

from: A Unified Architecture for Instance and Semantic Segmentation @ COCO + Places 2017

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survey

• 全卷积网络：从图像级理解到像素级理解
• 量子位: 语义分割中的深度学习方法全解：从FCN、SegNet到各代DeepLab
• A Survey On DNN based Semantic Segmentation, or this
• An overview of semantic image segmentation
• Semantic Segmentation using Fully Convolutional Networks over the years

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checkerboard

• [Oct. 17 2016] Deconvolution and Checkerboard Artifacts
• [1707.02937] Checkerboard artifact free sub-pixel convolution
• ICLR 2018 - Pixel Deconvolutional Networks

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• 语义分割中的训练策略和参数设置

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relation

• Relation Networks for Object Detection https://arxiv.org/abs/1711.11575

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megvii

• Peng Chao
• Changqian Yu

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PSPNet

• https://blog.csdn.net/u011974639/article/details/78985130
• https://blog.csdn.net/zziahgf/article/details/72875936