MRF-UNets: Searching UNet with Markov Random Fields

13 July 2022

Matthew B. Blaschko

Papers citing "MRF-UNets: Searching UNet with Markov Random Fields"

35 / 35 papers shown

Title
On Redundancy and Diversity in Cell-based Neural Architecture Search Xingchen Wan Binxin Ru Pedro M. Esperancca Zhenguo Li 92 21 0 16 Mar 2022
$β$ -DARTS: Beta-Decay Regularization for Differentiable Architecture Search Peng Ye Baopu Li Yikang Li Tao Chen Jiayuan Fan Wanli Ouyang 57 104 0 03 Mar 2022
BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation Xinyi Wang Tiange Xiang Chaoyi Zhang Yang Song Dongnan Liu Heng-Chiao Huang Weidong (Tom) Cai SSeg 33 28 0 26 Jun 2021
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Yufan He Dong Yang H. Roth Can Zhao Daguang Xu MedIm 62 64 0 29 Mar 2021
Learning Versatile Neural Architectures by Propagating Network Codes Mingyu Ding Yuqi Huo Haoyu Lu Linjie Yang Zhe Wang Zhiwu Lu Jingdong Wang Ping Luo AAML 57 13 0 24 Mar 2021
OPANAS: One-Shot Path Aggregation Network Architecture Search for Object Detection Tingting Liang Yongtao Wang Zhi Tang Guosheng Hu Haibin Ling ObjD 62 50 0 08 Mar 2021
Optimization for Medical Image Segmentation: Theory and Practice when evaluating with Dice Score or Jaccard Index Tom Eelbode J. Bertels Maxim Berman Dirk Vandermeulen F. Maes R. Bisschops Matthew B. Blaschko 106 262 0 26 Oct 2020
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Xingang Yan Weiwen Jiang Yiyu Shi Cheng Zhuo 45 48 0 13 Jul 2020
BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture Tiange Xiang Chaoyi Zhang Dongnan Liu Yang Song Heng-Chiao Huang Weidong (Tom) Cai SSeg 49 82 0 01 Jul 2020
NADS: Neural Architecture Distribution Search for Uncertainty Awareness Randy Ardywibowo Shahin Boluki Xinyu Gong Zhangyang Wang Xiaoning Qian UQCV 39 18 0 11 Jun 2020
AOWS: Adaptive and optimal network width search with latency constraints Maxim Berman Leonid Pischulin N. Xu Matthew B. Blaschko Gérard Medioni 63 29 0 21 May 2020
BigNAS: Scaling Up Neural Architecture Search with Big Single-Stage Models Jiahui Yu Pengchong Jin Hanxiao Liu Gabriel Bender Pieter-Jan Kindermans Mingxing Tan Thomas Huang Xiaodan Song Ruoming Pang Quoc V. Le 77 304 0 24 Mar 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation A. Emre Kavur N. Gezer M. Baris Sinem Aslan Pierre-Henri Conze ... Klaus H. Maier-Hein G. Akar Gözde B. Ünal O. Dicle M. Alper Selver 85 622 0 17 Jan 2020
NAS evaluation is frustratingly hard Antoine Yang P. Esperança Fabio Maria Carlucci 68 168 0 28 Dec 2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 122 2,633 0 11 Dec 2019
Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search Xiangxiang Chu Tianbao Zhou Bo Zhang Jixiang Li 54 310 0 27 Nov 2019
Adaptive Compression-based Lifelong Learning Shivangi Srivastava Maxim Berman Matthew B. Blaschko D. Tuia CLL 48 10 0 23 Jul 2019
FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search Xiangxiang Chu Bo Zhang Ruijun Xu 69 332 0 03 Jul 2019
Single Path One-Shot Neural Architecture Search with Uniform Sampling Zichao Guo Xiangyu Zhang Haoyuan Mu Wen Heng Zechun Liu Yichen Wei Jian Sun 80 938 0 31 Mar 2019
Universally Slimmable Networks and Improved Training Techniques Jiahui Yu Thomas Huang 74 386 0 12 Mar 2019
Evaluating the Search Phase of Neural Architecture Search Kaicheng Yu C. Sciuto Martin Jaggi C. Musat Mathieu Salzmann 53 343 0 21 Feb 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 82 553 0 21 Dec 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,355 0 24 Jun 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 54 838 0 17 May 2018
LinkNet: Exploiting Encoder Representations for Efficient Semantic Segmentation Abhishek Chaurasia Eugenio Culurciello SSeg 73 1,382 0 14 Jun 2017
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,833 0 14 Jun 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 20,858 0 17 Apr 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 840 5,821 0 05 Dec 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 462 5,373 0 05 Nov 2016
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 334 5,364 0 03 Nov 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 772 36,813 0 25 Aug 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 151 6,537 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 221 8,688 0 15 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015