Ambiguous Medical Image Segmentation using Diffusion Models

10 April 2023

Aimon Rahman

Jeya Maria Jose Valanarasu

Papers citing "Ambiguous Medical Image Segmentation using Diffusion Models"

34 / 34 papers shown

Title
BrainMRDiff: A Diffusion Model for Anatomically Consistent Brain MRI Synthesis Moinak Bhattacharya Saumya Gupta Annie Singh Chong Chen Gagandeep Singh Prateek Prasanna MedIm 119 0 0 06 Apr 2025
Clinical Inspired MRI Lesion Segmentation Lijun Yan Churan Wang Fangwei Zhong Yizhou Wang 80 1 0 22 Feb 2025
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Behzad Hejrati Soumyanil Banerjee C. Glide-Hurst Ming Dong DiffM MedIm 203 0 0 21 Feb 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 280 26 0 17 Jan 2025
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation M. Valiuddin R. V. Sloun C.G.A. Viviers Peter H. N. de With Fons van der Sommen UQCV 269 1 0 25 Nov 2024
Application-driven Validation of Posteriors in Inverse Problems T. Adler Jan-Hinrich Nolke Annika Reinke M. Tizabi Sebastian Gruber ... Lynton Ardizzone Paul F. Jaeger Florian Buettner Ullrich Kothe Lena Maier-Hein MedIm 78 1 0 18 Sep 2023
Treatment-aware Diffusion Probabilistic Model for Longitudinal MRI Generation and Diffuse Glioma Growth Prediction Qinghui Liu E. Fuster-García I. T. Hovden Donatas Sederevičius Karoline Skogen ... Till Schellhorn P. Brandal A. Bjørnerud K. Emblem Kyrre Eeg Emblem 89 3 0 11 Sep 2023
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model Junde Wu Rao Fu Huihui Fang Yu Zhang Yehui Yang Haoyi Xiong Huiying Liu Yanwu Xu MedIm VLM DiffM 154 252 0 01 Nov 2022
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation Xutao Guo Yanwu Yang Chenfei Ye Shangfeng Lu Yang Xiang Tingxia Ma MedIm DiffM 77 33 0 27 Oct 2022
Diffusion Adversarial Representation Learning for Self-supervised Vessel Segmentation Boah Kim Y. Oh Jong Chul Ye DiffM MedIm 80 67 0 29 Sep 2022
Generalized Probabilistic U-Net for medical image segementation Ishaan Bhat J. Pluim Hugo J. Kuijf OOD 47 9 0 26 Jul 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 69 511 0 09 Mar 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 355 1,425 0 24 Jan 2022
Diffusion Models for Implicit Image Segmentation Ensembles J. Wolleb Robin Sandkühler Florentin Bieder Philippe Valmaggia Philippe C. Cattin DiffM MedIm VLM 200 275 0 06 Dec 2021
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 281 538 0 06 Dec 2021
SegDiff: Image Segmentation with Diffusion Probabilistic Models Tomer Amit Tal Shaharbany Eliya Nachmani Lior Wolf DiffM 103 306 0 01 Dec 2021
ILVR: Conditioning Method for Denoising Diffusion Probabilistic Models Jooyoung Choi Sungwon Kim Yonghyun Jeong Youngjune Gwon Sungroh Yoon DiffM 142 724 0 06 Aug 2021
Medical Transformer: Gated Axial-Attention for Medical Image Segmentation Jeya Maria Jose Valanarasu Poojan Oza Ilker Hacihaliloglu Vishal M. Patel ViT MedIm 108 993 0 21 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 352 3,716 0 18 Feb 2021
TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation Jieneng Chen Yongyi Lu Qihang Yu Xiangde Luo Ehsan Adeli Yan Wang Le Lu Alan Yuille Yuyin Zhou ViT MedIm 98 3,499 0 08 Feb 2021
Modal Uncertainty Estimation via Discrete Latent Representation Di Qiu L. Lui UQCV 37 5 0 25 Jul 2020
Improved Techniques for Training Score-Based Generative Models Yang Song Stefano Ermon DiffM 266 1,163 0 16 Jun 2020
KiU-Net: Towards Accurate Segmentation of Biomedical Images using Over-complete Representations Jeya Maria Jose Valanarasu Vishwanath A. Sindagi Ilker Hacihaliloglu Vishal M. Patel SSeg 65 159 0 08 Jun 2020
Uncertainty quantification in medical image segmentation with normalizing flows Raghavendra Selvan F. Faye Jon Middleton A. Pai MedIm 73 31 0 04 Jun 2020
ResUNet++: An Advanced Architecture for Medical Image Segmentation Debesh Jha P. Smedsrud Michael A. Riegler Dag Johansen Thomas de Lange Pål Halvorsen H. Johansen SSeg 86 919 0 16 Nov 2019
PHiSeg: Capturing Uncertainty in Medical Image Segmentation Christian F. Baumgartner K. Tezcan K. Chaitanya A. Hötker Urs J. Muehlematter K. Schawkat Anton S. Becker O. Donati E. Konukoglu UQCV 71 204 0 07 Jun 2019
Generating Diverse High-Fidelity Images with VQ-VAE-2 Ali Razavi Aaron van den Oord Oriol Vinyals DRL BDL 149 1,828 0 02 Jun 2019
CE-Net: Context Encoder Network for 2D Medical Image Segmentation Zaiwang Gu Jun Cheng Huazhu Fu Kang Zhou Huaying Hao Yitian Zhao Tianyang Zhang Shenghua Gao Jiang-Dong Liu SSeg 82 1,643 0 07 Mar 2019
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation Xuelong Li Lequan Yu Hao Chen Chi-Wing Fu Lei Xing Pheng-Ann Heng MedIm 68 386 0 28 Feb 2019
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,166 0 18 Jul 2018
What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision? Alex Kendall Y. Gal BDL OOD UD UQCV PER 362 4,721 0 15 Mar 2017
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 245 8,722 0 15 Jun 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 312 7,031 0 12 Mar 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 455 16,922 0 20 Dec 2013