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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WeedMap: A large-scale semantic weed mapping framework using aerial multispectral imaging and deep neural network for precision farming Inkyu Sa Marija Popović R. Khanna Zetao Chen Philipp Lottes F. Liebisch Juan I. Nieto C. Stachniss Achim Walter Roland Siegwart 11 213 0 31 Jul 2018
Deep Dual Pyramid Network for Barcode Segmentation using Barcode-30k Database Qijie Zhao Feng Ni Yang Song Yongtao Wang Zhi Tang 17 8 0 31 Jul 2018
Modular Sensor Fusion for Semantic Segmentation Hermann Blum Abel Gawel Roland Siegwart César Cadena 20 14 0 30 Jul 2018
A Data-driven Prior on Facet Orientation for Semantic Mesh Labeling Andrea Romanoni Matteo Matteucci 9 6 0 26 Jul 2018
Multi-Resolution Networks for Semantic Segmentation in Whole Slide Images Feng Gu Nikolay Burlutskiy Mats Andersson Lena Kajland Wilén SSeg 14 37 0 25 Jul 2018
Face Mask Extraction in Video Sequence Yujiang Wang Bingnan Luo Jie Shen M. Pantic CVBM 26 21 0 24 Jul 2018
Data-Driven Segmentation of Post-mortem Iris Images Mateusz Trokielewicz A. Czajka CVBM 6 17 0 11 Jul 2018
Presentation Attack Detection for Cadaver Iris Mateusz Trokielewicz A. Czajka P. Maciejewicz CVBM 12 24 0 11 Jul 2018
Semantic Segmentation with Scarce Data Isay Katsman Rohun Tripathi Andreas Veit Serge J. Belongie 6 0 0 02 Jul 2018
Fully Convolutional Networks for Automated Segmentation of Abdominal Adipose Tissue Depots in Multicenter Water-Fat MRI Taro Langner Anders Hedström K. Paulmichl D. Weghuber A. Forslund P. Bergsten H. Ahlström J. Kullberg 12 42 0 26 Jun 2018
Frame-level Instrument Recognition by Timbre and Pitch Yun-Ning Hung Yi-Hsuan Yang 9 35 0 25 Jun 2018
Learning Neural Parsers with Deterministic Differentiable Imitation Learning Tanmay Shankar Nicholas Rhinehart Katharina Muelling Kris M. Kitani 14 1 0 20 Jun 2018
On Machine Learning and Structure for Mobile Robots Markus Wulfmeier 6 6 0 15 Jun 2018
DFNet: Semantic Segmentation on Panoramic Images with Dynamic Loss Weights and Residual Fusion Block Wei Jiang Yan Wu 14 17 0 11 Jun 2018
Y-Net: A deep Convolutional Neural Network for Polyp Detection A. Mohammed Sule YAYILGAN YILDIRIM I. Farup Marius Pedersen Ø. Hovde MedIm 8 63 0 05 Jun 2018
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images Vlad Taran N. Gordienko Yuriy Kochura Yuri G. Gordienko Oleksandr Rokovyi Oleg Alienin S. Stirenko SSeg 11 10 0 05 Jun 2018
Improving the Resolution of CNN Feature Maps Efficiently with Multisampling Shayan Sadigh P. Sen SSL 11 3 0 28 May 2018
Few-Shot Segmentation Propagation with Guided Networks Kate Rakelly Evan Shelhamer Trevor Darrell Alexei A. Efros Sergey Levine 19 118 0 25 May 2018
Deep Predictive Coding Network with Local Recurrent Processing for Object Recognition Kuan Han Haiguang Wen Yizhen Zhang Di Fu Eugenio Culurciello Zhongming Liu 17 70 0 19 May 2018
Boosting LiDAR-based Semantic Labeling by Cross-Modal Training Data Generation Florian Piewak Peter Pinggera Manuel Schäfer David Peter Beate Schwarz N. Schneider D. Pfeiffer Markus Enzweiler Johann Marius Zöllner 3DPC 20 62 0 26 Apr 2018
Automated Mouse Organ Segmentation: A Deep Learning Based Solution N. Ashish M. Brusniak 8 2 0 24 Apr 2018
A Multi-Stage Multi-Task Neural Network for Aerial Scene Interpretation and Geolocalization Alina Marcu Dragos Costea E. Slusanschi Marius Leordeanu SSeg 11 33 0 04 Apr 2018
A Minimalist Approach to Type-Agnostic Detection of Quadrics in Point Clouds Tolga Birdal Benjamin Busam Nassir Navab Slobodan Ilic P. Sturm 3DPC 11 12 0 19 Mar 2018
Training of Convolutional Networks on Multiple Heterogeneous Datasets for Street Scene Semantic Segmentation Panagiotis Meletis Gijs Dubbelman SSeg 13 63 0 15 Mar 2018
Context-Aware Mixed Reality: A Framework for Ubiquitous Interaction Long Chen Wen Tang N. John T. Wan J. J. Zhang 12 16 0 14 Mar 2018
RTSeg: Real-time Semantic Segmentation Comparative Study Mennatullah Siam M. Gamal Moemen Abdel-Razek S. Yogamani Martin Jägersand SSeg 8 116 0 07 Mar 2018
Generative ScatterNet Hybrid Deep Learning (G-SHDL) Network with Structural Priors for Semantic Image Segmentation Amarjot Singh N. Kingsbury 23 9 0 09 Feb 2018
Automatic segmenting teeth in X-ray images: Trends, a novel data set, benchmarking and future perspectives Gil Jader Luciano Oliveira M. Pithon 18 175 0 09 Feb 2018
PDNet: Semantic Segmentation integrated with a Primal-Dual Network for Document binarization K. R. Ayyalasomayajula F. Malmberg Anders Brun 17 29 0 26 Jan 2018
A Classification Refinement Strategy for Semantic Segmentation James W. Davis Christopher Menart Muhammad Akbar R. Ilin 12 4 0 23 Jan 2018
Semantic Segmentation via Highly Fused Convolutional Network with Multiple Soft Cost Functions Tao Yang Yan Wu Junqiao Zhao Linting Guan SSeg 55 37 0 04 Jan 2018
Multi-class Semantic Segmentation of Skin Lesions via Fully Convolutional Networks Manu Goyal Moi Hoon Yap Saeed Hassanpour SSeg 19 62 0 28 Nov 2017
Distance to Center of Mass Encoding for Instance Segmentation Thomio Watanabe D. Wolf ISeg 16 10 0 24 Nov 2017
Predicting Scene Parsing and Motion Dynamics in the Future Xiaojie Jin Huaxin Xiao Xiaohui Shen Jimei Yang Zhe-nan Lin Yunpeng Chen Zequn Jie Jiashi Feng Shuicheng Yan 18 76 0 09 Nov 2017
Unsupervised Object Discovery and Segmentation of RGBD-images Johan Ekekrantz Nils Bore Rares Ambrus John Folkesson Patric Jensfelt 11 8 0 18 Oct 2017
Hierarchical semantic segmentation using modular convolutional neural networks S. Eppel 25 9 0 14 Oct 2017
DeepWheat: Estimating Phenotypic Traits from Crop Images with Deep Learning Shubhra Aich A. Josuttes I. Ovsyannikov Keegan Strueby Imran Ahmed H. Duddu C. Pozniak S. Shirtliffe Ian Stavness 21 5 0 30 Sep 2017
Improved Training for Self-Training by Confidence Assessments Gal Hyams D. Greenfeld Dor Bank 30 1 0 30 Sep 2017
X-View: Graph-Based Semantic Multi-View Localization Abel Gawel Carlo Del Don Roland Siegwart Juan I. Nieto César Cadena 24 155 0 28 Sep 2017
Multi-Task Learning for Segmentation of Building Footprints with Deep Neural Networks B. Bischke P. Helber Joachim Folz Damian Borth Andreas Dengel SSeg 16 246 0 18 Sep 2017
Joint 2D-3D-Semantic Data for Indoor Scene Understanding Iro Armeni S. Sax Amir Zamir Silvio Savarese 3DV 3DPC 113 875 0 03 Feb 2017
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 216 2,055 0 07 Jun 2016