Medical Image Segmentation Using Deep Learning: A Survey

28 September 2020

Papers citing "Medical Image Segmentation Using Deep Learning: A Survey"

33 / 33 papers shown

Title
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Behzad Hejrati Soumyanil Banerjee C. Glide-Hurst Ming Dong DiffM MedIm 117 0 0 21 Feb 2025
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation Xingxin He Yifan Hu Zhaoye Zhou Mohamed Jarraya Fang Liu VLM MedIm 42 2 0 17 Jan 2025
A Comprehensive Survey of Foundation Models in Medicine Wasif Khan Seowung Leem Kyle B. See Joshua K. Wong Shaoting Zhang R. Fang AI4CE LM&MA VLM 105 18 0 17 Jan 2025
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments Mingjian Li Mingyuan Meng Shuchang Ye David Dagan Feng Lei Bi Jinman Kim 84 0 0 18 Dec 2024
SACNet: A Spatially Adaptive Convolution Network for 2D Multi-organ Medical Segmentation Lin Zhang Wenbo Gao Jie Yi Yunyun Yang 43 0 0 14 Jul 2024
AI-based Automatic Segmentation of Prostate on Multi-modality Images: A Review Rui Jin Derun Li Dehui Xiang Lei Zhang Hailing Zhou Fei Shi Weifang Zhu Jing Cai Tao Peng Xinjian Chen 44 0 0 09 Jul 2024
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once Theodore Zhao Yu Gu Jianwei Yang Naoto Usuyama Ho Hin Lee ... B. Piening Carlo Bifulco Mu-Hsin Wei Hoifung Poon Sheng Wang MedIm 31 22 0 21 May 2024
BC-MRI-SEG: A Breast Cancer MRI Tumor Segmentation Benchmark Anthony Bilic Chen Chen OOD 40 0 0 21 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 80 12 0 15 Apr 2024
Masked LoGoNet: Fast and Accurate 3D Image Analysis for Medical Domain Amin Karimi Monsefi Payam Karisani Mengxi Zhou Stacey S. Choi Nathan Doble Heng Ji Srinivasan Parthasarathy R. Ramnath 41 5 0 09 Feb 2024
Neural Network Methods for Radiation Detectors and Imaging S. Lin S. Ning H. Zhu T. Zhou C. L. Morris S. Clayton M. Cherukara R. T. Chen Z. Wang AI4CE 26 5 0 09 Nov 2023
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation Asif Hanif Muzammal Naseer Salman Khan M. Shah F. Khan AAML OOD 35 3 0 14 Jul 2023
Multi-Level Global Context Cross Consistency Model for Semi-Supervised Ultrasound Image Segmentation with Diffusion Model Fenghe Tang Jianrui Ding Lingtao Wang Min Xian C. Ning DiffM MedIm 28 12 0 16 May 2023
Segmentation of glioblastomas in early post-operative multi-modal MRI with deep neural networks Ragnhild Holden Helland Alexandros Ferles André Pedersen I. Kommers H. Ardon ... O. Solheim P. D. W. Hamer Ingerid Reinertsen R. Eijgelaar D. Bouget 19 16 0 18 Apr 2023
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation Xiaofei Huang Hongfang Gong Jin Zhang MedIm 21 2 0 10 Apr 2023
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation T. M. Khan Muhammad Arsalan A. Robles-Kelly Erik H. W. Meijering SSeg 12 15 0 15 Oct 2022
Source-Free Unsupervised Domain Adaptation with Norm and Shape Constraints for Medical Image Segmentation Satoshi Kondo OOD 31 4 0 03 Sep 2022
Histopathology DatasetGAN: Synthesizing Large-Resolution Histopathology Datasets S. Rizvi P. Cicalese S. Seshan S. Sciascia J. U.Becker H. V. Nguyen MedIm 15 2 0 06 Jul 2022
Vector Quantisation for Robust Segmentation Ainkaran Santhirasekaram Avinash Kori Mathias Winkler A. Rockall Ben Glocker OOD 22 9 0 05 Jul 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 13 43 0 10 May 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
iSegFormer: Interactive Segmentation via Transformers with Application to 3D Knee MR Images Qin Liu Zhenlin Xu Yining Jiao Marc Niethammer ViT MedIm 40 37 0 21 Dec 2021
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net models Narinder Singh Punn Sonali Agarwal SSL 30 35 0 07 Dec 2021
Sci-Net: Scale Invariant Model for Buildings Segmentation from Aerial Imagery Hasan Nasrallah Mustafa Shukor A. Ghandour SSeg 22 4 0 12 Nov 2021
Using Soft Labels to Model Uncertainty in Medical Image Segmentation Joao Lourencco Silva Arlindo L. Oliveira UQCV 16 19 0 26 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 30 6 0 02 Sep 2021
Modality specific U-Net variants for biomedical image segmentation: A survey Narinder Singh Punn Sonali Agarwal SSeg 24 144 0 09 Jul 2021
A survey on shape-constraint deep learning for medical image segmentation Simon Bohlender Ilkay Oksuz Anirban Mukhopadhyay 3DV 16 34 0 19 Jan 2021
High-level Prior-based Loss Functions for Medical Image Segmentation: A Survey Rosana El Jurdia Caroline Petitjean P. Honeine V. Cheplygina F. Abdallah SSeg MedIm 27 79 0 16 Nov 2020
Deep learning for cardiac image segmentation: A review C. L. P. Chen C. Qin Huaqi Qiu G. Tarroni Jinming Duan Wenjia Bai Daniel Rueckert SSeg 3DV 55 674 0 09 Nov 2019
Parsing R-CNN for Instance-Level Human Analysis Lu Yang Q. Song Zhihui Wang Ming Jiang SSeg 56 121 0 30 Nov 2018
CT-Realistic Lung Nodule Simulation from 3D Conditional Generative Adversarial Networks for Robust Lung Segmentation D. Jin Ziyue Xu Youbao Tang Adam P. Harrison D. Mollura MedIm 49 185 0 11 Jun 2018
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 286 10,613 0 19 Feb 2017