Meta-Learning of NAS for Few-shot Learning in Medical Image Applications

16 March 2022

Ngan Le

Papers citing "Meta-Learning of NAS for Few-shot Learning in Medical Image Applications"

50 / 57 papers shown

Title
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
A Multi-task Contextual Atrous Residual Network for Brain Tumor Detection & Segmentation Ngan Le Kashu Yamazaki Dat T. Truong Kha Gia Quach Marios Savvides MedIm 47 20 0 03 Dec 2020
Hierarchical Neural Architecture Search for Deep Stereo Matching Xuelian Cheng Yiran Zhong Mehrtash Harandi Yuchao Dai Xiaojun Chang Tom Drummond Hongdong Li Zongyuan Ge 3DV 93 356 0 26 Oct 2020
Enhanced MRI Reconstruction Network using Neural Architecture Search Qiaoying Huang Dong Yang Yikun Xian Pengxiang Wu Jingru Yi Hui Qu Dimitris N. Metaxas 40 9 0 19 Aug 2020
Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Yuhao Huang Xin Yang Rui Li Jikuan Qian Xiaoqiong Huang ... Yuanji Zhang H. Luo Alejandro Frangi Yi Xiong Dong Ni 46 18 0 30 Jul 2020
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Xingang Yan Weiwen Jiang Yiyu Shi Cheng Zhuo 47 49 0 13 Jul 2020
AutoHAS: Efficient Hyperparameter and Architecture Search Xuanyi Dong Mingxing Tan Adams Wei Yu Daiyi Peng Bogdan Gabrys Quoc V. Le TPM 59 23 0 05 Jun 2020
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Xiaoliang Dai Alvin Wan Peizhao Zhang Bichen Wu Zijian He ... Kan Chen Yuandong Tian Matthew Yu Peter Vajda Joseph E. Gonzalez 64 73 0 03 Jun 2020
Are Labels Necessary for Neural Architecture Search? Chenxi Liu Piotr Dollár Kaiming He Ross B. Girshick Alan Yuille Saining Xie 60 75 0 26 Mar 2020
ElixirNet: Relation-aware Network Architecture Adaptation for Medical Lesion Detection Chenhan Jiang Shaoju Wang Hang Xu Xiaodan Liang Nong Xiao MedIm 43 15 0 03 Mar 2020
Neural Architecture Search for Compressed Sensing Magnetic Resonance Image Reconstruction Jiangpeng Yan Shuo Chen Yongbing Zhang Xiu Li 33 24 0 22 Feb 2020
NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search Xuanyi Dong Yi Yang 141 714 0 02 Jan 2020
FasterSeg: Searching for Faster Real-time Semantic Segmentation Wuyang Chen Xinyu Gong Xianming Liu Qian Zhang Yuan Li Zhangyang Wang SSeg OOD 72 190 0 23 Dec 2019
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation Qihang Yu Dong Yang H. Roth Yutong Bai Yixiao Zhang Alan Yuille Daguang Xu 75 109 0 20 Dec 2019
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 122 2,642 0 11 Dec 2019
Meta-Learning of Neural Architectures for Few-Shot Learning T. Elsken B. Staffler J. H. Metzen Frank Hutter 86 137 0 25 Nov 2019
When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks Minghao Guo Yuzhe Yang Rui Xu Ziwei Liu Dahua Lin AAML OOD 75 158 0 25 Nov 2019
Searching for A Robust Neural Architecture in Four GPU Hours Xuanyi Dong Yezhou Yang 126 654 0 10 Oct 2019
Understanding Architectures Learnt by Cell-based Neural Architecture Search Yao Shu Wei Wang Shaofeng Cai 46 87 0 20 Sep 2019
PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Qi Tian H. Xiong 88 609 0 12 Jul 2019
Densely Connected Search Space for More Flexible Neural Architecture Search Jiemin Fang Yuzhu Sun Qian Zhang Yuan Li Wenyu Liu Xinggang Wang 79 124 0 23 Jun 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Joey Tianyi Zhou CLL 52 48 0 12 Jun 2019
V-NAS: Neural Architecture Search for Volumetric Medical Image Segmentation Zhuotun Zhu Chenxi Liu Dong Yang Alan Yuille Daguang Xu 57 105 0 06 Jun 2019
AutoDispNet: Improving Disparity Estimation With AutoML Tonmoy Saikia Yassine Marrakchi Arber Zela Frank Hutter Thomas Brox 95 79 0 17 May 2019
Exploring Randomly Wired Neural Networks for Image Recognition Saining Xie Alexander Kirillov Ross B. Girshick Kaiming He 66 365 0 02 Apr 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 102 940 0 31 Mar 2019
NAS-Bench-101: Towards Reproducible Neural Architecture Search Chris Ying Aaron Klein Esteban Real Eric Christiansen Kevin Patrick Murphy Frank Hutter 83 684 0 25 Feb 2019
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image Segmentation Chenxi Liu Liang-Chieh Chen Florian Schroff Hartwig Adam Wei Hua Alan Yuille Li Fei-Fei SSeg 117 981 0 10 Jan 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 102 1,875 0 02 Dec 2018
Evolving Space-Time Neural Architectures for Videos A. Piergiovanni A. Angelova Alexander Toshev Michael S. Ryoo 71 57 0 26 Nov 2018
How to train your MAML Antreas Antoniou Harrison Edwards Amos Storkey 74 777 0 22 Oct 2018
Graph HyperNetworks for Neural Architecture Search Chris Zhang Mengye Ren R. Urtasun GNN 68 280 0 12 Oct 2018
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction Liang-Chieh Chen Maxwell D. Collins Yukun Zhu George Papandreou Barret Zoph Florian Schroff Hartwig Adam Jonathon Shlens 3DV 64 409 0 11 Sep 2018
Efficient Progressive Neural Architecture Search Juan-Manuel Perez-Rua M. Baccouche S. Pateux 57 43 0 01 Aug 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 126 3,015 0 31 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 204 4,366 0 24 Jun 2018
Auto-Meta: Automated Gradient Based Meta Learner Search Jaehong Kim Sangyeul Lee Sungwan Kim Moonsu Cha Jung Kwon Lee Youngduck Choi Yongseok Choi Dong-Yeon Cho Jiwon Kim AI4CE 71 39 0 11 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 271 672 0 07 Jun 2018
Path-Level Network Transformation for Efficient Architecture Search Han Cai Jiacheng Yang Weinan Zhang Song Han Yong Yu 64 211 0 07 Jun 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 233 2,237 0 08 Mar 2018
Transfer Learning with Neural AutoML Catherine Wong N. Houlsby Yifeng Lu Andrea Gesmundo 58 114 0 07 Mar 2018
Neural Architecture Search with Bayesian Optimisation and Optimal Transport Kirthevasan Kandasamy Willie Neiswanger J. Schneider Barnabás Póczós Eric Xing 82 609 0 11 Feb 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 115 2,766 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 175 3,036 0 05 Feb 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 114 1,994 0 02 Dec 2017
Simple And Efficient Architecture Search for Convolutional Neural Networks T. Elsken J. H. Metzen Frank Hutter 79 231 0 13 Nov 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 158 764 0 17 Aug 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 186 5,607 0 21 Jul 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 827 11,943 0 09 Mar 2017
The One Hundred Layers Tiramisu: Fully Convolutional DenseNets for Semantic Segmentation S. Jégou M. Drozdzal David Vazquez Adriana Romero Yoshua Bengio SSeg 177 1,580 0 28 Nov 2016