Semantic Segmentation

Semantic Segmentation

2019/01/17

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Fig. 1. FCN（對每個像素進行分類） [1]。

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# ICNet

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References

Paper

# ICNet

Zhao, Hengshuang, et al. "Icnet for real-time semantic segmentation on high-resolution images." Proceedings of the European Conference on Computer Vision (ECCV). 2018.

http://openaccess.thecvf.com/content_ECCV_2018/papers/Hengshuang_Zhao_ICNet_for_Real-Time_ECCV_2018_paper.pdf

# Survey

Garcia-Garcia, Alberto, et al. "A survey on deep learning techniques for image and video semantic segmentation." Applied Soft Computing 70 (2018): 41-65.

https://www.sciencedirect.com/science/article/pii/S1568494618302813

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A 2019 Guide to Semantic Segmentation - Heartbeat
https://heartbeat.fritz.ai/a-2019-guide-to-semantic-segmentation-ca8242f5a7fc

Semantic Segmentation _ Zhang Bin's Blog
https://zhangbin0917.github.io/2018/09/18/Semantic-Segmentation/

GitHub - mrgloom_awesome-semantic-segmentation  awesome-semantic-segmentation
https://github.com/mrgloom/awesome-semantic-segmentation

GitHub - GeorgeSeif_Semantic-Segmentation-Suite  Semantic Segmentation Suite in TensorFlow. Implement, train, and test new Semantic Segmentation models easily!
https://github.com/GeorgeSeif/Semantic-Segmentation-Suite

An overview of semantic image segmentation
https://www.jeremyjordan.me/semantic-segmentation/

Semantic Segmentation with Deep Learning – Towards Data Science
https://towardsdatascience.com/semantic-segmentation-with-deep-learning-a-guide-and-code-e52fc8958823

Semantic Segmentation using Fully Convolutional Networks over the years
https://meetshah1995.github.io/semantic-segmentation/deep-learning/pytorch/visdom/2017/06/01/semantic-segmentation-over-the-years.html

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A 2017 Guide to Semantic Segmentation with Deep Learning
http://blog.qure.ai/notes/semantic-segmentation-deep-learning-review 

速記AI課程－Convolutional Neural Networks for Computer Vision Applications（二）
https://medium.com/@baubibi/%E9%80%9F%E8%A8%98ai%E8%AA%B2%E7%A8%8B-convolutional-neural-networks-for-computer-vision-applications-%E4%BA%8C-d5fbb995ffd7

从全卷积网络到大型卷积核：深度学习的语义分割全指南 _ 机器之心
https://www.jiqizhixin.com/articles/2017-07-14-10

Going beyond the bounding box with semantic segmentation
https://www.jiqizhixin.com/articles/2018-06-04-17

一文了解什么是语义分割及常用的语义分割方法有哪些 _ 机器之心
https://www.jiqizhixin.com/articles/2018-06-04-17

深度学习（十九）——FCN, SegNet, DeconvNet, DeepLab, ENet, GCN - antkillerfarm的专栏 - CSDN博客
https://blog.csdn.net/antkillerfarm/article/details/79524417

语义分割 _ 发展综述 - 知乎
https://zhuanlan.zhihu.com/p/37618829