Understanding Deep Learning Techniques for Image Segmentation

13 July 2019

Papers citing "Understanding Deep Learning Techniques for Image Segmentation"

50 / 87 papers shown

Title
Image Recognition with Online Lightweight Vision Transformer: A Survey Zherui Zhang Rongtao Xu Jie Zhou Changwei Wang Xingtian Pei ... Jiguang Zhang Li Guo Longxiang Gao Wenyuan Xu Shibiao Xu ViT 408 0 0 06 May 2025
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation Anzhe Cheng Chenzhong Yin Yu Chang Heng Ping Shixuan Li Shahin Nazarian Paul Bogdan SSeg 198 0 0 11 Mar 2025
TipSegNet: Fingertip Segmentation in Contactless Fingerprint Imaging L. Ruzicka Bernhard Kohn Clemens Heitzinger 169 0 0 10 Jan 2025
Monocular Depth Estimation Based On Deep Learning: An Overview Chaoqiang Zhao Qiyu Sun Chongzhen Zhang Yang Tang Feng Qian MDE 170 254 0 14 Mar 2020
Self-Supervised Learning via Conditional Motion Propagation Xiaohang Zhan Xingang Pan Ziwei Liu Dahua Lin Chen Change Loy SSL 61 47 0 27 Mar 2019
IDD: A Dataset for Exploring Problems of Autonomous Navigation in Unconstrained Environments G. Varma A. Subramanian A. Namboodiri Manmohan Chandraker C. V. Jawahar 88 324 0 26 Nov 2018
YouTube-VOS: A Large-Scale Video Object Segmentation Benchmark N. Xu L. Yang Yuchen Fan Dingcheng Yue Yuchen Liang Jianchao Yang Thomas Huang VOS 120 529 0 06 Sep 2018
YouTube-VOS: Sequence-to-Sequence Video Object Segmentation N. Xu L. Yang Yuchen Fan Jianchao Yang Dingcheng Yue Yuchen Liang Brian L. Price Scott D. Cohen Thomas Huang VOS 118 460 0 03 Sep 2018
A Fully Convolutional Two-Stream Fusion Network for Interactive Image Segmentation Yang Hu Andrea Soltoggio R. Lock Steve Carter 105 91 0 06 Jul 2018
Competitive Collaboration: Joint Unsupervised Learning of Depth, Camera Motion, Optical Flow and Motion Segmentation Anurag Ranjan Varun Jampani Lukas Balles Kihwan Kim Deqing Sun Jonas Wulff Michael J. Black SSL 56 591 0 24 May 2018
DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images Ilke Demir Krzysztof Koperski David Lindenbaum Guan Pang Jing Huang Saikat Basu Forest Hughes D. Tuia Ramesh Raskar 54 833 0 17 May 2018
BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning Feng Yu Haofeng Chen Xin Wang Wenqi Xian Yingying Chen Fangchen Liu Vashisht Madhavan Trevor Darrell VLM 236 2,129 0 12 May 2018
Capsules for Object Segmentation Rodney LaLonde Ulas Bagci SSeg MedIm 57 270 0 11 Apr 2018
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning Takayasu Moriya H. Roth S. Nakamura H. Oda Kai Nagara M. Oda K. Mori 23 52 0 11 Apr 2018
Combining Multi-level Contexts of Superpixel using Convolutional Neural Networks to perform Natural Scene Labeling Aritra Das Swarnendu Ghosh Ritesh Sarkhel Sandipan Choudhuri N. Das M. Nasipuri 45 10 0 14 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 287 13,079 0 07 Feb 2018
Deep Extreme Cut: From Extreme Points to Object Segmentation Kevis-Kokitsi Maninis Sergi Caelles Jordi Pont-Tuset Luc Van Gool 65 418 0 24 Nov 2017
W-Net: A Deep Model for Fully Unsupervised Image Segmentation Xide Xia Brian Kulis SSeg 34 254 0 22 Nov 2017
Improvements to context based self-supervised learning T. N. Mundhenk Daniel E. Ho Barry Y. Chen SSL 42 120 0 17 Nov 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 136 4,589 0 26 Oct 2017
Learning Affinity via Spatial Propagation Networks Sifei Liu Shalini De Mello Liang Feng Guangyu Zhong Ming-Hsuan Yang Jan Kautz 71 284 0 03 Oct 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 192 8,455 0 17 Jun 2017
A Review on Deep Learning Techniques Applied to Semantic Segmentation Alberto Garcia-Garcia Sergio Orts Sergiu Oprea Victor Villena-Martinez Jose Garcia-Rodriguez 3DV SSeg 101 1,276 0 22 Apr 2017
Annotating Object Instances with a Polygon-RNN Lluis Castrejon Kaustav Kundu R. Urtasun Sanja Fidler SSeg 82 360 0 18 Apr 2017
Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade Xiaoxiao Li Ziwei Liu Ping Luo Chen Change Loy Xiaoou Tang 136 264 0 05 Apr 2017
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 78 1,205 0 03 Apr 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 344 27,129 0 20 Mar 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 97 1,489 0 08 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 598 10,741 0 19 Feb 2017
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 517 11,984 0 04 Dec 2016
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 148 1,578 0 28 Nov 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 74 721 0 25 Nov 2016
Fully Convolutional Instance-aware Semantic Segmentation Yi Li Haozhi Qi Jifeng Dai Xiangyang Ji Yichen Wei ISeg SSeg 75 1,004 0 23 Nov 2016
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 308 19,612 0 21 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 253 2,847 0 20 Nov 2016
Plug-and-Play CNN for Crowd Motion Analysis: An Application in Abnormal Event Detection Mahdyar Ravanbakhsh Moin Nabi Hossein Mousavi E. Sangineto N. Sebe 133 197 0 02 Oct 2016
Combining Fully Convolutional and Recurrent Neural Networks for 3D Biomedical Image Segmentation Jianxu Chen Ling Yang Yizhe Zhang M. Alber Danny Chen 73 309 0 05 Sep 2016
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 364 1,865 0 18 Aug 2016
Convolutional Oriented Boundaries Kevis-Kokitsi Maninis Jordi Pont-Tuset Pablo Arbelaez Luc Van Gool 44 231 0 09 Aug 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 310 2,077 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 213 18,195 0 02 Jun 2016
End-to-End Instance Segmentation with Recurrent Attention Mengye Ren R. Zemel SSeg 54 61 0 30 May 2016
R-FCN: Object Detection via Region-based Fully Convolutional Networks Jifeng Dai Yi Li Kaiming He Jian Sun ObjD 144 5,635 0 20 May 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 508 37,806 0 20 May 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 62 5,287 0 25 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 887 11,587 0 06 Apr 2016
HyperNet: Towards Accurate Region Proposal Generation and Joint Object Detection Tao Kong Anbang Yao Yurong Chen F. Sun ObjD 71 812 0 03 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 154 2,978 0 30 Mar 2016
Learning to Refine Object Segments Pedro H. O. Pinheiro Nayeon Lee R. Collobert Piotr Dollàr SSeg 67 855 0 29 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 122 3,530 0 28 Mar 2016