A Review on Deep Learning Techniques Applied to Semantic Segmentation

22 April 2017

Alberto Garcia-Garcia

Sergio Orts

Sergiu Oprea

Victor Villena-Martinez

Jose Garcia-Rodriguez

3DV

SSeg

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Papers citing "A Review on Deep Learning Techniques Applied to Semantic Segmentation"

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TipSegNet: Fingertip Segmentation in Contactless Fingerprint Imaging L. Ruzicka Bernhard Kohn Clemens Heitzinger 124 0 0 10 Jan 2025
The 2017 DAVIS Challenge on Video Object Segmentation Jordi Pont-Tuset Federico Perazzi Sergi Caelles Pablo Arbeláez A. Sorkine-Hornung Luc Van Gool VGen VOS 63 1,193 0 03 Apr 2017
Multi-View Deep Learning for Consistent Semantic Mapping with RGB-D Cameras Lingni Ma J. Stückler C. Kerl Daniel Cremers 44 149 0 26 Mar 2017
Joint 2D-3D-Semantic Data for Indoor Scene Understanding Iro Armeni S. Sax Amir Zamir Silvio Savarese 3DV 3DPC 144 881 0 03 Feb 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 395 14,191 0 02 Dec 2016
Pruning Convolutional Neural Networks for Resource Efficient Inference Pavlo Molchanov Stephen Tyree Tero Karras Timo Aila Jan Kautz CVBM VLM 34 417 0 19 Nov 2016
Multi-view Self-supervised Deep Learning for 6D Pose Estimation in the Amazon Picking Challenge Andy Zeng Kuan-Ting Yu Shuran Song Daniel Suo Ed Walker Alberto Rodriguez Jianxiong Xiao SSL 42 458 0 29 Sep 2016
Understanding data augmentation for classification: when to warp? S. Wong Adam Gatt V. Stamatescu Mark D Mcdonnell 60 901 0 28 Sep 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 429 28,795 0 09 Sep 2016
Clockwork Convnets for Video Semantic Segmentation Evan Shelhamer Kate Rakelly Judy Hoffman Trevor Darrell 51 199 0 11 Aug 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 299 2,069 0 07 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 168 18,136 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 289 37,704 0 20 May 2016
Learning Convolutional Neural Networks for Graphs Mathias Niepert Mohamed Ahmed Konstantin Kutzkov GNN SSL 90 2,150 0 17 May 2016
LSTM-CF: Unifying Context Modeling and Fusion with LSTMs for RGB-D Scene Labeling Zerui Li Yukang Gan Xiaodan Liang Yizhou Yu Hui Cheng Liang Lin VLM 18 20 0 18 Apr 2016
A MultiPath Network for Object Detection Sergey Zagoruyko Adam Lerer Nayeon Lee Pedro H. O. Pinheiro Sam Gross Soumith Chintala Piotr Dollár ObjD 48 215 0 07 Apr 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 616 11,540 0 06 Apr 2016
Learning to Refine Object Segments Pedro H. O. Pinheiro Nayeon Lee R. Collobert Piotr Dollàr SSeg 60 854 0 29 Mar 2016
Deep Contrast Learning for Salient Object Detection Guanbin Li Yizhou Yu 52 729 0 07 Mar 2016
A Survey of Semantic Segmentation Martin Thoma SSeg 37 244 0 21 Feb 2016
Exploiting Local Structures with the Kronecker Layer in Convolutional Networks Shuchang Zhou Jia-Nan Wu Yuxin Wu Xinyu Zhou 34 40 0 31 Dec 2015
Structured Pruning of Deep Convolutional Neural Networks S. Anwar Kyuyeon Hwang Wonyong Sung 57 745 0 29 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
ShapeNet: An Information-Rich 3D Model Repository Angel X. Chang Thomas Funkhouser Leonidas Guibas Pat Hanrahan Qi-Xing Huang ... Shuran Song Hao Su Jianxiong Xiao L. Yi Feng Yu 3DV 74 5,482 0 09 Dec 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 180 8,421 0 23 Nov 2015
ReSeg: A Recurrent Neural Network-based Model for Semantic Segmentation Francesco Visin Marco Ciccone Adriana Romero Kyle Kastner Kyunghyun Cho Yoshua Bengio Matteo Matteucci Aaron Courville VLM SSeg 35 251 0 22 Nov 2015
Deep End2End Voxel2Voxel Prediction Du Tran Lubomir D. Bourdev Rob Fergus Lorenzo Torresani Manohar Paluri 38 119 0 20 Nov 2015
Bayesian SegNet: Model Uncertainty in Deep Convolutional Encoder-Decoder Architectures for Scene Understanding Alex Kendall Vijay Badrinarayanan R. Cipolla UQCV BDL 66 1,062 0 09 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 722 15,718 0 02 Nov 2015
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 189 8,793 0 01 Oct 2015
DAG-Recurrent Neural Networks For Scene Labeling Bing Shuai Zhen Zuo Bernie Wang G. Wang 29 151 0 02 Sep 2015
Learning to Segment Object Candidates Pedro H. O. Pinheiro R. Collobert Piotr Dollar SSeg 66 801 0 20 Jun 2015
Deep Convolutional Networks on Graph-Structured Data Mikael Henaff Joan Bruna Yann LeCun GNN 123 1,584 0 16 Jun 2015
ParseNet: Looking Wider to See Better Wei Liu Andrew Rabinovich Alexander C. Berg SSeg 96 1,210 0 15 Jun 2015
ReNet: A Recurrent Neural Network Based Alternative to Convolutional Networks Francesco Visin Kyle Kastner Kyunghyun Cho Matteo Matteucci Aaron Courville Yoshua Bengio SSeg 44 271 0 03 May 2015
Hands Deep in Deep Learning for Hand Pose Estimation Markus Oberweger Paul Wohlhart Vincent Lepetit 3DH 50 370 0 24 Feb 2015
Conditional Random Fields as Recurrent Neural Networks Shuai Zheng Sadeep Jayasumana Bernardino Romera-Paredes Vibhav Vineet Zhizhong Su Dalong Du Chang Huang Philip Torr SSeg 160 2,533 0 11 Feb 2015
Beyond Pixels: A Comprehensive Survey from Bottom-up to Semantic Image Segmentation and Cosegmentation Erik Cambria Fanman Meng Jianfei Cai Shijian Lu SSeg 3DV 60 230 0 03 Feb 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 97 4,882 0 22 Dec 2014
Material Recognition in the Wild with the Materials in Context Database Sean Bell P. Upchurch Noah Snavely Kavita Bala 68 520 0 01 Dec 2014
Predicting Depth, Surface Normals and Semantic Labels with a Common Multi-Scale Convolutional Architecture David Eigen Rob Fergus VLM MDE 127 2,674 0 18 Nov 2014
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 127 8,309 0 06 Nov 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 289 43,511 0 17 Sep 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 860 99,991 0 04 Sep 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 141 6,748 0 03 Sep 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.0K 39,383 0 01 Sep 2014
Learning Rich Features from RGB-D Images for Object Detection and Segmentation Saurabh Gupta Ross B. Girshick Pablo Arbeláez Jitendra Malik ObjD 89 1,560 0 22 Jul 2014
Simultaneous Detection and Segmentation Bharath Hariharan Pablo Arbeláez Ross B. Girshick Jitendra Malik ObjD ISeg 107 1,291 0 07 Jul 2014
Detect What You Can: Detecting and Representing Objects using Holistic Models and Body Parts Xianjie Chen Roozbeh Mottaghi Xiaobai Liu Sanja Fidler R. Urtasun Alan Yuille 57 639 0 08 Jun 2014
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 237 43,290 0 01 May 2014