Title
UNetFormer: A Unified Vision Transformer Model and Pre-Training Framework for 3D Medical Image Segmentation Ali Hatamizadeh Ziyue Xu Dong Yang Wenqi Li H. Roth Daguang Xu ViT MedIm 37 29 0 01 Apr 2022
MONAI Label: A framework for AI-assisted Interactive Labeling of 3D Medical Images A. Diaz-Pinto Sachidanand Alle V. Nath Yucheng Tang Alvin Ihsani ... Daguang Xu Prerna Dogra Sebastien Ourselin Andrew Feng M. Jorge Cardoso 24 71 0 23 Mar 2022
Closing the Generalization Gap of Cross-silo Federated Medical Image Segmentation An Xu Wenqi Li Pengfei Guo Dong Yang H. Roth Ali Hatamizadeh Can Zhao Daguang Xu Heng-Chiao Huang Ziyue Xu FedML 36 51 0 18 Mar 2022
Self Pre-training with Masked Autoencoders for Medical Image Classification and Segmentation Lei Zhou Huidong Liu Joseph Bae Junjun He Dimitris Samaras Prateek Prasanna MedIm ViT 18 64 0 10 Mar 2022
MixCL: Pixel label matters to contrastive learning Jun Li Quan Quan S. Kevin Zhou SSL 31 1 0 04 Mar 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 26 68 0 28 Feb 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 28 35 0 24 Feb 2022
Mixed-Block Neural Architecture Search for Medical Image Segmentation Martijn M.A. Bosma A. Dushatskiy Monika Grewal Tanja Alderliesten Peter A. N. Bosman SSeg 17 8 0 23 Feb 2022
A Survey of Deep Learning Techniques for the Analysis of COVID-19 and their usability for Detecting Omicron Asifullah Khan Dr. Saddam Hussain Khan Mahrukh Saif Asiya Batool A. Sohail Muhammad Waleed Khan 31 48 0 13 Feb 2022
Heed the Noise in Performance Evaluations in Neural Architecture Search A. Dushatskiy Tanja Alderliesten Peter A. N. Bosman 15 1 0 04 Feb 2022
Cortical lesions, central vein sign, and paramagnetic rim lesions in multiple sclerosis: emerging machine learning techniques and future avenues Francesco La Rosa Maxence Wynen Omar Al-Louzi E. Beck Till Huelnhagen ... P. Sati Daniel Reich Cristina Granziera M. Absinta Meritxell Bach Cuadra 37 36 0 19 Jan 2022
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea Segmentation R. Dorent A. Kujawa M. Ivory Spyridon Bakas Nicola Rieke ... Kai Yao Li Zhang Sebastien Ourselin J. Shapey Tom Kamiel Magda Vercauteren OOD 20 78 0 08 Jan 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images Ali Hatamizadeh V. Nath Yucheng Tang Dong Yang H. Roth Daguang Xu ViT MedIm 33 1,059 0 04 Jan 2022
HyperSegNAS: Bridging One-Shot Neural Architecture Search with 3D Medical Image Segmentation using HyperNet Cheng-Fang Peng Andriy Myronenko Ali Hatamizadeh V. Nath M. R. Siddiquee Yufan He Daguang Xu Ramalingam Chellappa Dong Yang SSeg 26 21 0 20 Dec 2021
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results Raghav Mehta Angelos Filos Ujjwal Baid C. Sako Richard McKinley ... Christos Davatzikos Bjoern H. Menze Spyridon Bakas Y. Gal Tal Arbel UQCV 17 44 0 19 Dec 2021
Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning Alessa Hering Lasse Hansen Tony C. W. Mok Albert C. S. Chung H. Siebert ... K. Murphy Nikolas Lessmann Bram van Ginneken Adrian V. Dalca M. Heinrich 40 182 0 08 Dec 2021
Uncertainty-Guided Mutual Consistency Learning for Semi-Supervised Medical Image Segmentation Yichi Zhang Rushi Jiao Qingcheng Liao Dongyang Li Jicong Zhang 35 56 0 05 Dec 2021
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 42 517 0 29 Nov 2021
A Robust Volumetric Transformer for Accurate 3D Tumor Segmentation Himashi Peiris Munawar Hayat Zhaolin Chen Gary Egan Mehrtash Harandi ViT MedIm 22 123 0 26 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chia-Ju Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 30 155 0 24 Nov 2021
Robust deep learning-based semantic organ segmentation in hyperspectral images Silvia Seidlitz Jiansheng Fang Jan Odenthal Berkin Özdemir Huazhu Fu ... Jiang-Dong Liu Martin Wagner Felix Nickel Beat P. Müller-Stich Lena Maier-Hein 32 8 0 09 Nov 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 185 651 0 27 Oct 2021
MisMatch: Calibrated Segmentation via Consistency on Differential Morphological Feature Perturbations with Limited Labels Moucheng Xu Yukun Zhou Chen Jin M. Groot N. Oxtoby Daniel C. Alexander Joseph Jacob 25 7 0 23 Oct 2021
Towards modelling hazard factors in unstructured data spaces using gradient-based latent interpolation Tobias Weber Michael Ingrisch Bernd Bischl David Rügamer 17 1 0 21 Oct 2021
Optimized U-Net for Brain Tumor Segmentation Michal Futrega Alexandre Milesi Michal Marcinkiewicz Pablo Ribalta SSeg 32 91 0 07 Oct 2021
Robust Segmentation Models using an Uncertainty Slice Sampling Based Annotation Workflow G. Chlebus A. Schenk Horst K. Hahn Bram van Ginneken H. Meine 16 9 0 30 Sep 2021
Label-Assemble: Leveraging Multiple Datasets with Partial Labels Mintong Kang Bowen Li Zengle Zhu Yongyi Lu Elliot K. Fishman Alan Yuille Zongwei Zhou 25 18 0 25 Sep 2021
Asymmetric 3D Context Fusion for Universal Lesion Detection Jiancheng Yang Yi He Kaiming Kuang Zudi Lin Hanspeter Pfister Bingbing Ni 3DPC MedIm 33 22 0 17 Sep 2021
RibSeg Dataset and Strong Point Cloud Baselines for Rib Segmentation from CT Scans Jiancheng Yang Shixuan Gu Donglai Wei Hanspeter Pfister Bingbing Ni 3DPC 6 30 0 17 Sep 2021
Patch-based Medical Image Segmentation using Matrix Product State Tensor Networks Raghavendra Selvan Erik Dam Soren Alexander Flensborg Jens Petersen MedIm 32 2 0 15 Sep 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 27 307 0 07 Sep 2021
Effect of the output activation function on the probabilities and errors in medical image segmentation Lars Nieradzik G. Scheuermann D. Saur Christina Gillmann SSeg MedIm UQCV 35 6 0 02 Sep 2021
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation Himashi Peiris Zhaolin Chen Gary Egan Mehrtash Harandi GAN 16 46 0 25 Aug 2021
Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation Chia-Ju Chen C. Qin Cheng Ouyang Zeju Li Shuo Wang Huaqi Qiu Liang Chen G. Tarroni Wenjia Bai Daniel Rueckert GAN MedIm 62 40 0 07 Aug 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels Jizong Peng Ping Wang Chrisitian Desrosiers M. Pedersoli SSL 31 63 0 29 Jul 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 32 144 0 09 Jul 2021
Semantic segmentation of multispectral photoacoustic images using deep learning Melanie Schellenberg Kris K. Dreher Niklas Holzwarth Fabian Isensee Annika Reinke Nicholas Schreck A. Seitel M. Tizabi Lena Maier-Hein J. Gröhl 27 32 0 20 May 2021
Do We Really Need Dice? The Hidden Region-Size Biases of Segmentation Losses Bingyuan Liu Jose Dolz Adrian Galdran Riadh Kobbi Ismail Ben Ayed 35 15 0 18 Apr 2021
Weakly supervised segmentation with cross-modality equivariant constraints Gaurav Patel Jose Dolz SSL 40 47 0 06 Apr 2021
Deep and Statistical Learning in Biomedical Imaging: State of the Art in 3D MRI Brain Tumor Segmentation K. R. M. Fernando Cris P Tsokos 31 53 0 09 Mar 2021
U-Noise: Learnable Noise Masks for Interpretable Image Segmentation Teddy Koker Fatemehsadat Mireshghallah Tom Titcombe Georgios Kaissis 6 21 0 14 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 64 25 0 01 Jan 2021
What is Wrong with Continual Learning in Medical Image Segmentation? Camila González Nick Lemke G. Sakas Anirban Mukhopadhyay CLL 18 31 0 21 Oct 2020
Robust Medical Instrument Segmentation Challenge 2019 T. Ross Annika Reinke Peter M. Full M. Wagner H. Kenngott ... Lei Zhu Manuel Wiesenfarth A. Kopp-Schneider Beat P. Müller-Stich Lena Maier-Hein 57 43 0 23 Mar 2020
Methods and open-source toolkit for analyzing and visualizing challenge results Manuel Wiesenfarth Annika Reinke Bennett A. Landman M. Jorge Cardoso Lena Maier-Hein A. Kopp-Schneider 14 95 0 11 Oct 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 H. Menze 27 990 0 13 Jan 2019
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 183 124 0 29 Nov 2018