Understanding Deep Learning Techniques for Image Segmentation

13 July 2019

Papers citing "Understanding Deep Learning Techniques for Image Segmentation"

37 / 87 papers shown

Title
A guide to convolution arithmetic for deep learning Vincent Dumoulin Francesco Visin FAtt 3DH HAI 60 1,539 0 23 Mar 2016
Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation Konstantinos Kamnitsas C. Ledig Virginia Newcombe Joanna P. Simpson A. D. Kane David Menon Daniel Rueckert Ben Glocker MedIm 3DV 130 3,053 0 18 Mar 2016
COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural Images Andreas Veit Tomas Matera Lukás Neumann Jirí Matas Serge J. Belongie 236 527 0 26 Jan 2016
Instance-aware Semantic Segmentation via Multi-task Network Cascades Jifeng Dai Kaiming He Jian Sun SSeg 151 1,228 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.0K 193,426 0 10 Dec 2015
Recurrent Instance Segmentation Bernardino Romera-Paredes Philip Torr SSeg 66 329 0 25 Nov 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 254 8,434 0 23 Nov 2015
Attention to Scale: Scale-aware Semantic Image Segmentation Liang-Chieh Chen Yi Yang Jiang Wang Wei Xu Alan Yuille SSeg 119 1,318 0 10 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 976 15,768 0 02 Nov 2015
Semantic Image Segmentation via Deep Parsing Network Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 147 661 0 09 Sep 2015
Learning to Segment Object Candidates Pedro H. O. Pinheiro R. Collobert Piotr Dollar SSeg 88 801 0 20 Jun 2015
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks Shaoqing Ren Kaiming He Ross B. Girshick Jian Sun AIMat ObjD 469 62,122 0 04 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.6K 76,917 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 213 4,173 0 17 May 2015
Fast R-CNN Ross B. Girshick ObjD 290 25,033 0 30 Apr 2015
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation Jifeng Dai Kaiming He Jian Sun 169 1,044 0 05 Mar 2015
Online Tracking by Learning Discriminative Saliency Map with Convolutional Neural Network Seunghoon Hong Tackgeun You Suha Kwak Bohyung Han 79 827 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 215 2,534 0 11 Feb 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 426 43,234 0 11 Feb 2015
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation George Papandreou Liang-Chieh Chen Kevin Patrick Murphy Alan Yuille SSeg 100 917 0 09 Feb 2015
Salient Object Detection: A Benchmark Ali Borji Ming-Ming Cheng Huaizu Jiang Jia Li 98 1,726 0 05 Jan 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 154 4,888 0 22 Dec 2014
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.5K 149,842 0 22 Dec 2014
What is a salient object? A dataset and a baseline model for salient object detection Ali Borji 67 155 0 08 Dec 2014
Salient Object Detection: A Survey Ali Borji Ming-Ming Cheng Qibin Hou Huaizu Jiang Jia Li 73 757 0 18 Nov 2014
Fully Convolutional Neural Networks for Crowd Segmentation Kai Kang Xiaogang Wang SSeg 48 128 0 17 Nov 2014
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun ObjD 352 11,199 0 18 Jun 2014
The Secrets of Salient Object Segmentation Yin Li Xiaodi Hou Christof Koch James M. Rehg Alan Yuille 64 1,225 0 11 Jun 2014
Generative Adversarial Networks Ian Goodfellow Jean Pouget-Abadie M. Berk Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville Yoshua Bengio GAN 135 2,191 0 10 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 375 43,524 0 01 May 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 420 16,944 0 20 Dec 2013
Network In Network Min Lin Qiang Chen Shuicheng Yan 277 6,274 0 16 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 508 15,861 0 12 Nov 2013
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 268 26,168 0 11 Nov 2013
Hybridization of Otsu Method and Median Filter for Color Image Segmentation F. Jassim Fawzi H. Altaani 41 52 0 05 May 2013
Image Segmentation in Video Sequences: A Probabilistic Approach N. Friedman Stuart J. Russell VOS 61 1,091 0 06 Feb 2013
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials Philipp Krahenbuhl V. Koltun 121 3,452 0 20 Oct 2012