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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Deep Semantic Parsing of Freehand Sketches with Homogeneous Transformation, Soft-Weighted Loss, and Staged Learning Ying Zheng H. Yao Xiaoshuai Sun 11 6 0 14 Oct 2019
Kimera: an Open-Source Library for Real-Time Metric-Semantic Localization and Mapping Antoni Rosinol Marcus Abate Yun Chang Luca Carlone 6 437 0 06 Oct 2019
Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube Xinrui Zhuang Yuexiang Li Yifan Hu Kai Ma Yujiu Yang Yefeng Zheng SSL 13 148 0 05 Oct 2019
Flood Detection On Low Cost Orbital Hardware Gonzalo Mateo-García Silviu Vlad Oprea Lewis Smith J. Veitch-Michaelis G. Schumann Y. Gal A. G. Baydin D. Backes 18 8 0 04 Oct 2019
Using Image Priors to Improve Scene Understanding Brigit Schroeder Hanlin Tang Alexandre Alahi 11 0 0 02 Oct 2019
Deep Mangoes: from fruit detection to cultivar identification in colour images of mango trees P. Borianne F. Borne J. Sarron É. Faye 8 20 0 24 Sep 2019
Distance transform regression for spatially-aware deep semantic segmentation Nicolas Audebert Alexandre Boulch Bertrand Le Saux Sébastien Lefèvre 17 35 0 04 Sep 2019
I Bet You Are Wrong: Gambling Adversarial Networks for Structured Semantic Segmentation Laurens Samson N. V. Noord O. Booij M. Hofmann E. Gavves Mohsen Ghafoorian GAN 17 14 0 07 Aug 2019
Context-Integrated and Feature-Refined Network for Lightweight Object Parsing Bin Jiang Wenxuan Tu Chao Yang Junsong Yuan ObjD VOS 11 17 0 26 Jul 2019
Understanding Deep Learning Techniques for Image Segmentation Swarnendu Ghosh N. Das Ishita Das U. Maulik SSeg VLM 9 369 0 13 Jul 2019
Analyzing the Cross-Sensor Portability of Neural Network Architectures for LiDAR-based Semantic Labeling Florian Piewak Peter Pinggera Johann Marius Zöllner 3DPC 15 9 0 03 Jul 2019
Applying Transfer Learning To Deep Learned Models For EEG Analysis Axel Uran Coert Van Gemeren R. Diepen Ricardo Chavarriaga José del R. Millán 16 15 0 02 Jul 2019
3D Instance Segmentation via Multi-Task Metric Learning Jean Lahoud Bernard Ghanem Marc Pollefeys Martin R. Oswald ISeg 21 175 0 20 Jun 2019
Seeing Behind Things: Extending Semantic Segmentation to Occluded Regions Pulak Purkait Christopher Zach Ian Reid SSeg 11 29 0 07 Jun 2019
A Comparison and Strategy of Semantic Segmentation on Remote Sensing Images Junxing Hu Ling X. Li Yijun Lin Fengge Wu Junsuo Zhao 14 27 0 24 May 2019
Incorporating Human Domain Knowledge in 3D LiDAR-based Semantic Segmentation Jilin Mei Huijing Zhao 3DV VLM 4 22 0 23 May 2019
Vision-based Robotic Grasping From Object Localization, Object Pose Estimation to Grasp Estimation for Parallel Grippers: A Review Guoguang Du Kai Wang Shiguo Lian Kaiyong Zhao 8 68 0 16 May 2019
Sketch2code: Generating a website from a paper mockup Alex Robinson 3DV 8 36 0 09 May 2019
A Methodological Review of Visual Road Recognition Procedures for Autonomous Driving Applications Kai Li Lim T. Bräunl 8 6 0 05 May 2019
TAN: Temporal Affine Network for Real-Time Left Ventricle Anatomical Structure Analysis Based on 2D Ultrasound Videos Sihong Chen Kai Ma Yefeng Zheng MedIm 11 4 0 01 Apr 2019
Fully Convolutional One-Shot Object Segmentation for Industrial Robotics Benjamin Schnieders Shan Luo Gregory Palmer K. Tuyls 8 14 0 02 Mar 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 27 985 0 21 Feb 2019
Class-independent sequential full image segmentation, using a convolutional net that finds a segment within an attention region, given a pointer pixel within this segment S. Eppel SSeg 11 5 0 20 Feb 2019
Instance Segmentation as Image Segmentation Annotation Thomio Watanabe D. Wolf SSeg 11 5 0 01 Feb 2019
A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation Shusil Dangi Cristian A. Linte Z. Yaniv 17 69 0 04 Jan 2019
Generic Primitive Detection in Point Clouds Using Novel Minimal Quadric Fits Tolga Birdal Benjamin Busam Nassir Navab Slobodan Ilic P. Sturm 3DPC 9 23 0 04 Jan 2019
Linear colour segmentation revisited A. Smagina V. Bozhkova S. Gladilin D. Nikolaev 11 6 0 02 Jan 2019
LiSHT: Non-Parametric Linearly Scaled Hyperbolic Tangent Activation Function for Neural Networks S. K. Roy Suvojit Manna S. Dubey B. B. Chaudhuri 11 49 0 01 Jan 2019
Monte-Carlo Sampling applied to Multiple Instance Learning for Histological Image Classification Marc Combalia João Paulo Papa 12 81 0 30 Dec 2018
A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes Yang Zhang P. David H. Foroosh Boqing Gong SSeg 14 132 0 24 Dec 2018
Learning Common Representation from RGB and Depth Images Giorgio Giannone Boris Chidlovskii 3DV MDE 4 8 0 17 Dec 2018
3D Scene Parsing via Class-Wise Adaptation Daichi Ono Hiroyuki Yabe Tsutomu Horikawa 3DV 3DPC 6 0 0 10 Dec 2018
DSNet for Real-Time Driving Scene Semantic Segmentation Wenfu Wang Zhijie Pan SSeg 15 14 0 06 Dec 2018
EV-SegNet: Semantic Segmentation for Event-based Cameras Inigo Alonso Ana C. Murillo 16 136 0 29 Nov 2018
Affinity Derivation and Graph Merge for Instance Segmentation Yiding Liu Siyu Yang Bin Li Wen-gang Zhou Jizheng Xu Houqiang Li Yan Lu ISeg SSeg 14 106 0 27 Nov 2018
Background Subtraction with Real-time Semantic Segmentation Dongdong Zeng Xiang Chen Ming Zhu Michael Goesele Arjan Kuijper VOS 28 44 0 25 Nov 2018
Concept-Oriented Deep Learning: Generative Concept Representations Daniel T. Chang DRL GAN BDL 13 12 0 15 Nov 2018
Deep Neural Network Concepts for Background Subtraction: A Systematic Review and Comparative Evaluation T. Bouwmans S. Javed M. Sultana Soon Ki Jung 19 317 0 13 Nov 2018
Accelerated Inference in Markov Random Fields via Smooth Riemannian Optimization Siyi Hu Luca Carlone 10 10 0 27 Oct 2018
A Volumetric Convolutional Neural Network for Brain Tumor Segmentation Ryan Sherman 11 4 0 27 Oct 2018
Dermatologist Level Dermoscopy Skin Cancer Classification Using Different Deep Learning Convolutional Neural Networks Algorithms Amirreza Rezvantalab H. Safigholi Somayeh Karimijeshni 11 104 0 21 Oct 2018
Deep Adversarial Training for Multi-Organ Nuclei Segmentation in Histopathology Images Faisal Mahmood Daniel Borders Richard J. Chen Gregory N. McKay Kevan J. Salimian Alexander S. Baras Nicholas J. Durr GAN MedIm 20 279 0 29 Sep 2018
Left Ventricle Segmentation and Quantification from Cardiac Cine MR Images via Multi-task Learning Shusil Dangi Z. Yaniv Cristian A. Linte 23 24 0 26 Sep 2018
Improved Semantic Stixels via Multimodal Sensor Fusion Florian Piewak Peter Pinggera Markus Enzweiler D. Pfeiffer Johann Marius Zöllner 11 7 0 24 Sep 2018
3D segmentation of mandible from multisectional CT scans by convolutional neural networks Bingjiang Qiu Jiapan Guo J. Kraeima R. Borra M. Witjes P. V. van Ooijen 18 9 0 18 Sep 2018
Segmenting Unknown 3D Objects from Real Depth Images using Mask R-CNN Trained on Synthetic Data Michael Danielczuk Matthew Matl Saurabh Gupta Andrew Li Andrew Lee Jeffrey Mahler Ken Goldberg 3DPC 23 30 0 16 Sep 2018
Unbiasing Semantic Segmentation For Robot Perception using Synthetic Data Feature Transfer Jonathan C. Balloch Varun Agrawal Irfan Essa Sonia Chernova 27 13 0 11 Sep 2018
Semantic Segmentation of 3D LiDAR Data in Dynamic Scene Using Semi-supervised Learning Jilin Mei Biao Gao Donghao Xu W. Yao Xijun Zhao Huijing Zhao 3DPC 8 69 0 03 Sep 2018
Iterative multi-path tracking for video and volume segmentation with sparse point supervision Laurent Lejeune Jan Grossrieder Raphael Sznitman VOS 14 11 0 27 Aug 2018
Towards Closing the Gap in Weakly Supervised Semantic Segmentation with DCNNs: Combining Local and Global Models Christoph Mayer Radu Timofte Grégory Paul UQCV 12 8 0 05 Aug 2018