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
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 2023
UPL-SFDA: Uncertainty-aware Pseudo Label Guided Source-Free Domain Adaptation for Medical Image Segmentation Jianghao Wu Guotai Wang Ran Gu Tao Lu Yinan Chen Wentao Zhu Tom Kamiel Magda Vercauteren Sébastien Ourselin Shaoting Zhang MedIm OOD 15 22 0 19 Sep 2023
3D Arterial Segmentation via Single 2D Projections and Depth Supervision in Contrast-Enhanced CT Images Alina F. Dima Veronika A. Zimmer M. Menten H. Li Markus Graf ... Philipp Raffler Robert Graf Jan S. Kirschke R. Braren Daniel Rueckert 3DPC 19 2 0 15 Sep 2023
A-Eval: A Benchmark for Cross-Dataset Evaluation of Abdominal Multi-Organ Segmentation Ziyan Huang Zhongying Deng Jin Ye Haoyu Wang Yan-Cheng Su ... Junjun He Yun Gu Shaoting Zhang Lixu Gu Yu Qiao ELM 24 3 0 07 Sep 2023
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation Ao Chang Xing Tao Xin Yang Yuhao Huang Xinrui Zhou Jiajun Zeng Ruobing Huang Dong Ni VLM 32 1 0 26 Aug 2023
Test-time augmentation-based active learning and self-training for label-efficient segmentation Bella Specktor-Fadida Anna Levchakov Dana Schonberger L. Ben‐Sira D. Ben Bashat Leo Joskowicz 54 0 0 21 Aug 2023
The Multi-modality Cell Segmentation Challenge: Towards Universal Solutions Jun Ma Ronald Xie Shamini Ayyadhury Cheng Ge Anubha Gupta ... Beth A. Cimini C. Zuo Oscar Bruck Gary D. Bader Bohui Wang VLM 27 36 0 10 Aug 2023
SLPT: Selective Labeling Meets Prompt Tuning on Label-Limited Lesion Segmentation Fan Bai K. Yan Xiaoyu Bai Xinyu Mao Xiaoli Yin Jingren Zhou Yu Shi Le Lu Max Q.-H. Meng VLM 25 2 0 09 Aug 2023
ConDistFL: Conditional Distillation for Federated Learning from Partially Annotated Data Pochuan Wang Chen Shen Weichung Wang M. Oda C. Fuh Kensaku Mori H. Roth FedML 19 5 0 08 Aug 2023
Building RadiologyNET: Unsupervised annotation of a large-scale multimodal medical database Mateja Napravnik Franko Hržić S. Tschauner Ivan Štajduhar 20 1 0 27 Jul 2023
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation Yiqing Wang Zihan Li Jieru Mei Zi-Ying Wei Li Liu Chen Wang Shengtian Sang Alan Yuille Cihang Xie Yuyin Zhou ViT MedIm 20 31 0 24 Jul 2023
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentation José Morano Guilherme Aresta Dmitrii Lachinov Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović 22 3 0 06 Jul 2023
More for Less: Compact Convolutional Transformers Enable Robust Medical Image Classification with Limited Data Andrew Gao MedIm 23 3 0 01 Jul 2023
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated Dataset Guotai Wang Jianghao Wu Xiangde Luo Xinglong Liu Kang Li Shaoting Zhang 25 25 0 29 Jun 2023
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation Qianying Liu Xiao Gu Paul Henderson F. Deligianni 30 6 0 25 Jun 2023
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder Jiafan Zhuang Luyang Luo Hao Chen 28 11 0 15 Jun 2023
Transformer-based Annotation Bias-aware Medical Image Segmentation Zehui Liao Yutong Xie Shishuai Hu Yong-quan Xia MedIm 16 8 0 02 Jun 2023
Additional Positive Enables Better Representation Learning for Medical Images Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Jingtong Hu Yiyu Shi SSL 19 1 0 31 May 2023
Incremental Learning for Heterogeneous Structure Segmentation in Brain Tumor MRI Xiaofeng Liu Helen A. Shih Fangxu Xing E. Santarnecchi G. El Fakhri Jonghye Woo CLL 34 5 0 30 May 2023
Deep learning-based Segmentation of Rabbit fetal skull with limited and sub-optimal annotations R. Soans Alexa Gleason Tosha Shah Corey J. Miller Barbara Robinson K. Brannen Antong Chen 16 0 0 24 May 2023
Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks Federico Errica Mathias Niepert TPM 25 4 0 17 May 2023
AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks Chongyu Qu Tiezheng Zhang Hualin Qiao Jie Liu Yucheng Tang Alan Yuille Zongwei Zhou 36 37 0 16 May 2023
SemiGNN-PPI: Self-Ensembling Multi-Graph Neural Network for Efficient and Generalizable Protein-Protein Interaction Prediction Ziyuan Zhao Peisheng Qian Xulei Yang Zeng Zeng Cuntai Guan W. Tam Xiaoli Li 19 19 0 15 May 2023
Towards Segment Anything Model (SAM) for Medical Image Segmentation: A Survey Yichi Zhang Rushi Jiao MedIm VLM 32 26 0 05 May 2023
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation Yan Wang Jian Cheng Yixin Chen Shuai Shao Lanyun Zhu Zhenzhou Wu T. Liu Haogang Zhu OOD MedIm 60 25 0 26 Apr 2023
Translating Simulation Images to X-ray Images via Multi-Scale Semantic Matching Jingxuan Kang Tudor Jianu Baoru Huang Binod Bhattarai Ngan Le Frans Coenen Anh Nguyen MedIm 24 1 0 16 Apr 2023
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation Huimin Wu Xiaomeng Li Yiqun Lin Kwang-Ting Cheng 26 19 0 15 Apr 2023
Marginal Thresholding in Noisy Image Segmentation M. Nordström Henrik Hult A. Maki NoLa 14 0 0 08 Apr 2023
Cross-modal tumor segmentation using generative blending augmentation and self training Guillaume Sallé Pierre-Henri Conze J. Bert N. Boussion D. Visvikis V. Jaouen MedIm 16 7 0 04 Apr 2023
Noisy Image Segmentation With Soft-Dice M. Nordström Henrik Hult A. Maki F. Löfman 34 2 0 03 Apr 2023
MS-MT: Multi-Scale Mean Teacher with Contrastive Unpaired Translation for Cross-Modality Vestibular Schwannoma and Cochlea Segmentation Ziyuan Zhao Kaixin Xu Huai Zhe Yeo Xulei Yang Cuntai Guan 33 5 0 28 Mar 2023
ExplainFix: Explainable Spatially Fixed Deep Networks Alex Gaudio Christos Faloutsos A. Smailagic P. Costa A. Campilho FAtt 29 3 0 18 Mar 2023
HybridMIM: A Hybrid Masked Image Modeling Framework for 3D Medical Image Segmentation Zhaohu Xing Lei Zhu Lequan Yu Zhiheng Xing Liang Wan 31 8 0 18 Mar 2023
Challenges and Practices of Deep Learning Model Reengineering: A Case Study on Computer Vision Wenxin Jiang Vishnu Banna Naveen Vivek Abhinav Goel Nicholas Synovic George K. Thiruvathukal James C. Davis VLM 40 18 0 13 Mar 2023
Towards more precise automatic analysis: a comprehensive survey of deep learning-based multi-organ segmentation Xiaoyu Liu Linhao Qu Ziyue Xie Jiayue Zhao Yonghong Shi Zhijian Song 29 7 0 01 Mar 2023
When Visible-to-Thermal Facial GAN Beats Conditional Diffusion Catherine Ordun Edward Raff S. Purushotham DiffM 27 6 0 18 Feb 2023
An Efficient Instance Segmentation Approach for Extracting Fission Gas Bubbles on U-10Zr Annular Fuel Shoukun Sun Fei Xu Lu Cai D. Salvato Fidelma Dilemma L. Capriotti Min Xian Tiankai Yao 16 0 0 08 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 32 6 0 07 Feb 2023
Standardized CycleGAN training for unsupervised stain adaptation in invasive carcinoma classification for breast histopathology Nicolas Nerrienet Rémy Peyret Marie Sockeel Stéphane Sockeel MedIm 22 4 0 30 Jan 2023
Enhancing Self-Training Methods Aswathnarayan Radhakrishnan Jim Davis Zachary Rabin Benjamin Lewis Matthew Scherreik R. Ilin 26 1 0 18 Jan 2023
SegViz: A federated-learning based framework for multi-organ segmentation on heterogeneous data sets with partial annotations Adway U. Kanhere Pranav Kulkarni P. Yi V. Parekh FedML 23 1 0 17 Jan 2023
Unsupervised Cardiac Segmentation Utilizing Synthesized Images from Anatomical Labels Sihan Wang Fuping Wu Lei Li Zheyao Gao Byung-Woo Hong Xiahai Zhuang 18 2 0 15 Jan 2023
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation Kecheng Zhang Xiahai Zhuang 24 8 0 12 Jan 2023
Self-supervised Learning for Segmentation and Quantification of Dopamine Neurons in Parkinson's Disease F. Haghighi Soumitra Ghosh Hai Ngu Sarah Chu Han Lin Mohsen Hejrati Baris Bingol Somaye Hashemifar 21 2 0 11 Jan 2023
ExcelFormer: A neural network surpassing GBDTs on tabular data Jintai Chen Jiahuan Yan Qiyuan Chen Danny Chen Jian Wu Jimeng Sun LMTD 40 22 0 07 Jan 2023
CLIP-Driven Universal Model for Organ Segmentation and Tumor Detection Jie Liu Yixiao Zhang Jieneng Chen Junfei Xiao Yongyi Lu Bennett A. Landman Yixuan Yuan Alan Yuille Yucheng Tang Zongwei Zhou VLM MedIm 39 194 0 02 Jan 2023
Annotation by Clicks: A Point-Supervised Contrastive Variance Method for Medical Semantic Segmentation Qing En Yuhong Guo 15 4 0 17 Dec 2022
LE-UDA: Label-efficient unsupervised domain adaptation for medical image segmentation Ziyuan Zhao Fangcheng Zhou Kaixin Xu Zeng Zeng Cuntai Guan S Kevin Zhou OOD 34 43 0 05 Dec 2022
Membership Inference Attacks Against Semantic Segmentation Models Tomás Chobola Dmitrii Usynin Georgios Kaissis MIACV 32 6 0 02 Dec 2022
Prompt Tuning for Parameter-efficient Medical Image Segmentation Marc Fischer Alexander Bartler Bin Yang SSeg 22 18 0 16 Nov 2022