Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation

27 August 2019

Papers citing "Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation"

50 / 244 papers shown

Title
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review M. Jafari A. Shoeibi Marjane Khodatars Navid Ghassemi Parisa Moridian ... Yu-Dong Zhang Shui-Hua Wang Juan M Gorriz Hamid Alinejad-Rokny U. Acharya 30 0 0 26 Oct 2022
Non-Iterative Scribble-Supervised Learning with Pacing Pseudo-Masks for Medical Image Segmentation Zefan Yang Di Lin Dong Ni Yi Wang 15 12 0 20 Oct 2022
Semi-supervised Body Parsing and Pose Estimation for Enhancing Infant General Movement Assessment Haomiao Ni Yuan Xue Liya Ma Qian Zhang Xiaoye Li Xiaolei Huang MedIm 27 38 0 14 Oct 2022
medigan: a Python library of pretrained generative models for medical image synthesis Richard Osuala Grzegorz Skorupko Noussair Lazrak Lidia Garrucho E. García ... Michael Rutherford Fred Prior Kaisar Kushibar Oliver Díaz Karim Lekadir LM&MA MedIm 26 20 0 28 Sep 2022
Partial annotations for the segmentation of large structures with low annotation cost Bella Specktor-Fadida Daphna Link-Sourani Liat Ben Sira Elka Miller D. Ben Bashat Leo Joskowicz 27 2 0 25 Sep 2022
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation Xiaofeng Liu Fangxu Xing G. El Fakhri Jonghye Woo OOD 37 30 0 16 Sep 2022
Deep learning automates bidimensional and volumetric tumor burden measurement from MRI in pre- and post-operative glioblastoma patients J. Nalepa Krzysztof Kotowski B. Machura Szymon Adamski O. Bożek ... Marek Strzelczak Lukasz Zarudzki A. Krason F. Arcadu J. Tessier 21 18 0 03 Sep 2022
PyMIC: A deep learning toolkit for annotation-efficient medical image segmentation Guotai Wang Xiangde Luo Ran Gu Shuojue Yang Yijie Qu Shuwei Zhai Qianfei Zhao Kang Li Shaoting Zhang VLM 33 35 0 19 Aug 2022
Towards Label-efficient Automatic Diagnosis and Analysis: A Comprehensive Survey of Advanced Deep Learning-based Weakly-supervised, Semi-supervised and Self-supervised Techniques in Histopathological Image Analysis Linhao Qu Siyu Liu Xiaoyu Liu Manning Wang Zhijian Song 25 56 0 18 Aug 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 29 41 0 18 Aug 2022
Deep Unsupervised Domain Adaptation: A Review of Recent Advances and Perspectives Xiaofeng Liu Chaehwa Yoo Fangxu Xing Hyejin Oh G. El Fakhri Je-Won Kang Jonghye Woo OOD 43 191 0 15 Aug 2022
Seamless Iterative Semi-Supervised Correction of Imperfect Labels in Microscopy Images Marawan Elbatel Christina Bornberg Manasi Kattel E. Almar Claudio Marrocco Alessandro Bria 26 3 0 05 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation Rushi Jiao Yichi Zhang Leiting Ding Rong Cai Jicong Zhang 29 152 0 28 Jul 2022
Two-Stream UNET Networks for Semantic Segmentation in Medical Images Xin Chen Ke Ding 16 0 0 27 Jul 2022
RESECT-SEG: Open access annotations of intra-operative brain tumor ultrasound images Bahareh Behboodi F. Carton M. Chabanas S. Ribaupierre O. Solheim B. K. R. Munkvold H. Rivaz Yiming Xiao Ingerid Reinertsen 6 6 0 13 Jul 2022
ACT-Net: Asymmetric Co-Teacher Network for Semi-supervised Memory-efficient Medical Image Segmentation Ziyuan Zhao An Zhu Zeng Zeng B. Veeravalli Cuntai Guan 24 9 0 05 Jul 2022
Learning to segment prostate cancer by aggressiveness from scribbles in bi-parametric MRI Audrey Duran Gaspard Dussert Carole Lartizien 24 3 0 01 Jul 2022
Neural Annotation Refinement: Development of a New 3D Dataset for Adrenal Gland Analysis Jiancheng Yang Rui Shi Udaranga Wickramasinghe Qikui Zhu Bingbing Ni Pascal Fua 3DH MedIm 32 5 0 30 Jun 2022
On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice M. Nordström Henrik Hult J. Söderberg F. Löfman 24 6 0 13 Jun 2022
ClamNet: Using contrastive learning with variable depth Unets for medical image segmentation Samayan Bhattacharya Sk Shahnawaz Avigyan Bhattacharya 17 1 0 10 Jun 2022
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training Xiaofeng Liu Fangxu Xing N. Shusharina R. Lim C.-C. Jay Kuo G. El Fakhri Jonghye Woo OOD 16 22 0 05 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 39 82 0 01 Jun 2022
Self-supervised Assisted Active Learning for Skin Lesion Segmentation Ziyuan Zhao Wenjing Lu Zeng Zeng Kaixin Xu B. Veeravalli Cuntai Guan 31 8 0 14 May 2022
AVCAffe: A Large Scale Audio-Visual Dataset of Cognitive Load and Affect for Remote Work Pritam Sarkar A. Posen Ali Etemad 42 9 0 13 May 2022
MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image Segmentation Zhangfu Dong Yuting He Xiaoming Qi Yang Chen H. Shu J. Coatrieux Guanyu Yang Shuo Li 26 43 0 10 May 2022
Deep Multi-Scale U-Net Architecture and Label-Noise Robust Training Strategies for Histopathological Image Segmentation Nikhil Cherian Kurian Amit Lohan G. Verghese Nimish Dharamshi S. Meena ... Fangfang Liu Cheryl Gillet S. Rane A. Grigoriadis A. Sethi SSeg 14 10 0 03 May 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 18 59 0 29 Mar 2022
Learning to segment fetal brain tissue from noisy annotations Davood Karimi C. Rollins C. Velasco-Annis Abdelhakim Ouaalam Ali Gholipour 26 25 0 25 Mar 2022
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels Ziyuan Zhao Kaixin Xu Shumeng Li Zeng Zeng Cuntai Guan OOD 17 44 0 23 Mar 2022
Slice Imputation: Intermediate Slice Interpolation for Anisotropic 3D Medical Image Segmentation Zhaotao Wu Jia Wei Jiabing Wang Rui Li 15 4 0 21 Mar 2022
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Wen Zou Muyi Sun 38 18 0 16 Mar 2022
GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal Grains Lei Fan Yiwen Ding Dongdong Fan Donglin Di M. Pagnucco Yang Song AI4TS 29 19 0 10 Mar 2022
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation Qi Chen Lingxiao Yang Jianhuang Lai Xiaohua Xie VLM 33 132 0 06 Mar 2022
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision Kecheng Zhang Xiahai Zhuang 21 68 0 03 Mar 2022
Stochastic Modeling of Inhomogeneities in the Aortic Wall and Uncertainty Quantification using a Bayesian Encoder-Decoder Surrogate Sascha Ranftl Malte Rolf-Pissarczyk G. Wolkerstorfer Antonio Pepe Jan Egger W. Linden G. Holzapfel 31 9 0 21 Feb 2022
Review of Serial and Parallel Min-Cut/Max-Flow Algorithms for Computer Vision Patrick M. Jensen N. Jeppesen A. Dahl Vedrana Andersen Dahl 16 8 0 01 Feb 2022
A tomographic workflow to enable deep learning for X-ray based foreign object detection Mathé T. Zeegers Tristan van Leeuwen D. Pelt S. Coban R. V. Liere K. Batenburg 23 4 0 28 Jan 2022
Unsupervised Single-shot Depth Estimation using Perceptual Reconstruction Christoph Angermann Matthias Schwab Markus Haltmeier Christian Laubichler Steinbjörn Jónsson 27 5 0 28 Jan 2022
SS-3DCapsNet: Self-supervised 3D Capsule Networks for Medical Segmentation on Less Labeled Data Minh-Khoi Tran Loi Ly Binh-Son Hua Ngan Le 3DPC MedIm 28 17 0 15 Jan 2022
External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation with Limited Data Yuyin Zhou D. Dreizin Yan Wang Fengze Liu Wei Shen Alan Yuille 20 16 0 04 Jan 2022
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 49 37 0 21 Dec 2021
Leveraging Image Complexity in Macro-Level Neural Network Design for Medical Image Segmentation T. M. Khan Syed S. Naqvi Erik H. W. Meijering SSeg 32 24 0 21 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
ContIG: Self-supervised Multimodal Contrastive Learning for Medical Imaging with Genetics Aiham Taleb Matthias Kirchler Remo Monti C. Lippert SSL MedIm 33 54 0 26 Nov 2021
Look at here : Utilizing supervision to attend subtle key regions Changhwan Lee Yeesuk Kim Bong Gun Lee D. Kim Jongseong Jang 24 1 0 25 Nov 2021
Generalizing electrocardiogram delineation -- Training convolutional neural networks with synthetic data augmentation Guillermo Jiménez-Pérez J. Acosta A. Alcaine Oscar Camara 30 7 0 25 Nov 2021
One-shot Weakly-Supervised Segmentation in Medical Images Wenhui Lei Q. Su Ran Gu Na Wang Xinglong Liu Guotai Wang Xiaofan Zhang Shaoting Zhang 12 2 0 21 Nov 2021
Multi-Modality Cardiac Image Analysis with Deep Learning Lei Li Fuping Wu Sihan Wang Xiahai Zhuang 17 0 0 08 Nov 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 19 93 0 03 Nov 2021
Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training Sangjoon Park Gwanghyun Kim Jeongsol Kim Boah Kim Jong Chul Ye ViT FedML MedIm 36 30 0 02 Nov 2021