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A Brief Survey on Semantic Segmentation with Deep Learning

Neurocomputing · 2020 · Vol. 406 · pp. 302–321
Shijie HaoYuan ZhouYanrong Guo
Advanced Neural Network ApplicationsMultimodal Machine Learning ApplicationsAdvanced Image and Video Retrieval TechniquesSegmentationComputer scienceDeep learningArtificial intelligenceCategorizationField (mathematics)Task (project management)Machine learningNatural language processing
Citations
569
FWCI
24.04
field-weighted impact
References
414
Percentile
100%
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Citations per year
References
Learning Hierarchical Features for Scene Labeling
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 2,704 citations
The Pascal Visual Object Classes (VOC) Challenge
International Journal of Computer Vision · 2009 · 19,127 citations
Selective Search for Object Recognition
International Journal of Computer Vision · 2013 · 6,087 citations
"GrabCut"
ACM Transactions on Graphics · 2004 · 5,749 citations
Random Walks for Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2006 · 2,617 citations
ImageNet classification with deep convolutional neural networks
Communications of the ACM · 2017 · 75,550 citations
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2017 · 21,645 citations
Semantic Understanding of Scenes Through the ADE20K Dataset
International Journal of Computer Vision · 2018 · 1,599 citations
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