T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging

15 November 2021

Dong Yang

Andriy Myronenko

Xiaosong Wang

Ziyue Xu

Papers citing "T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging"

33 / 33 papers shown

Title
Auto-nnU-Net: Towards Automated Medical Image Segmentation Jannis Becktepe Leona Hennig Steffen Oeltze-Jafra Marius Lindauer 221 0 0 22 May 2025
A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises S. Kevin Zhou H. Greenspan Christos Davatzikos James S. Duncan Bram van Ginneken A. Madabhushi Jerry L. Prince Daniel Rueckert Ronald M. Summers 185 641 0 02 Aug 2020
BRP-NAS: Prediction-based NAS using GCNs Łukasz Dudziak Thomas C. P. Chau Mohamed S. Abdelfattah Royson Lee Hyeji Kim Nicholas D. Lane GNN 64 205 0 16 Jul 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy Tianzhe Wang Kuan-Chieh Wang Han Cai Ji Lin Zhijian Liu Song Han MQ 78 176 0 15 Jun 2020
Searching Learning Strategy with Reinforcement Learning for 3D Medical Image Segmentation Dong Yang H. Roth Ziyue Xu Fausto Milletari Ling Zhang Daguang Xu 59 47 0 10 Jun 2020
Volumetric Attention for 3D Medical Image Segmentation and Detection Xudong Wang Shizhong Han Yunqiang Chen Dashan Gao Nuno Vasconcelos 3DPC 71 82 0 04 Apr 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 84 304 0 24 Mar 2020
Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation Huiyu Wang Yukun Zhu Bradley Green Hartwig Adam Alan Yuille Liang-Chieh Chen 3DPC 129 673 0 17 Mar 2020
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 77 109 0 20 Dec 2019
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization Xianzhi Du Nayeon Lee Pengchong Jin Golnaz Ghiasi Mingxing Tan Huayu Chen Quoc V. Le Xiaodan Song 55 174 0 10 Dec 2019
One Network to Segment Them All: A General, Lightweight System for Accurate 3D Medical Image Segmentation Mathias Perslev Erik Dam A. Pai Christian Igel SSeg VLM MedIm 57 82 0 05 Nov 2019
AutoGAN: Neural Architecture Search for Generative Adversarial Networks Xinyu Gong Shiyu Chang Yi Ding Zhangyang Wang GAN 67 263 0 11 Aug 2019
SqueezeNAS: Fast neural architecture search for faster semantic segmentation Albert Eaton Shaw D. Hunter F. Iandola Sammy Sidhu SSeg 106 73 0 05 Aug 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
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 126 1,025 0 13 Jan 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
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training Yingda Xia Fengze Liu Ke Wang Jinzheng Cai Lequan Yu Zhuotun Zhu Daguang Xu Alan Yuille H. Roth 225 127 0 29 Nov 2018
RA-UNet: A hybrid deep attention-aware network to extract liver and tumor in CT scans Qiangguo Jin Zhao-Peng Meng Changming Sun Leyi Wei R. Su MedIm 114 359 0 04 Nov 2018
3D MRI brain tumor segmentation using autoencoder regularization Andriy Myronenko 92 1,047 0 27 Oct 2018
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation Fabian Isensee Jens Petersen André Klein David Zimmerer Paul F. Jaeger ... Jakob Wasserthal Gregor Koehler T. Norajitra Sebastian J. Wirkert Klaus H. Maier-Hein SSeg 93 789 0 27 Sep 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,162 0 18 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 204 4,366 0 24 Jun 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 117 2,766 0 09 Feb 2018
Regularized Evolution for Image Classifier Architecture Search Esteban Real A. Aggarwal Yanping Huang Quoc V. Le 177 3,036 0 05 Feb 2018
Neural Optimizer Search with Reinforcement Learning Irwan Bello Barret Zoph Vijay Vasudevan Quoc V. Le ODL 64 386 0 21 Sep 2017
Automatic Liver Segmentation Using an Adversarial Image-to-Image Network Dong Yang Daguang Xu S. Kevin Zhou Bogdan Georgescu Mingqing Chen Sasa Grbic Dimitris N. Metaxas Dorin Comaniciu GAN MedIm 45 227 0 25 Jul 2017
Liver lesion segmentation informed by joint liver segmentation Eugene Vorontsov A. Tang Chris Pal Samuel Kadoury MedIm 48 116 0 24 Jul 2017
Learning Transferable Architectures for Scalable Image Recognition Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le 186 5,607 0 21 Jul 2017
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 478 5,381 0 05 Nov 2016
The Importance of Skip Connections in Biomedical Image Segmentation M. Drozdzal Eugene Vorontsov Gabriel Chartrand Samuel Kadoury C. Pal MedIm 81 1,047 0 14 Aug 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 238 8,716 0 15 Jun 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,819 0 02 Nov 2015