Diffusion Models for Implicit Image Segmentation Ensembles

6 December 2021

Robin Sandkühler

Papers citing "Diffusion Models for Implicit Image Segmentation Ensembles"

50 / 149 papers shown

Title
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang D. Yang Yuan Tian Hai Lin X. Wang MedIm 127 0 0 05 May 2025
HepatoGEN: Generating Hepatobiliary Phase MRI with Perceptual and Adversarial Models Jens Hooge Gerard Sanroma-Guell Faidra Stavropoulou Alexander Ullmann Gesine Knobloch Mark Klemens Carola Schmidt Sabine Weckbach Andreas Bolz DiffM MedIm 97 0 0 25 Apr 2025
Bringing together invertible UNets with invertible attention modules for memory-efficient diffusion models Karan Jain Mohammad Nayeem Teli MedIm 24 0 0 15 Apr 2025
PathSegDiff: Pathology Segmentation using Diffusion model representations Sachin Kumar Danisetty Alexandros Graikos Srikar Yellapragada Dimitris Samaras MedIm 19 0 0 09 Apr 2025
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion Wei Huang M. Liang Peining Li Xu Hou Yawen Li Junping Du Zhe Xue Zeli Guan DiffM 33 0 0 09 Apr 2025
Diffusion Based Ambiguous Image Segmentation Jakob Lønborg Christensen M. Hannemose Anders Bjorholm Dahl Vedrana Andersen Dahl DiffM MedIm 39 0 0 08 Apr 2025
ZECO: ZeroFusion Guided 3D MRI Conditional Generation F. Wang Bin Duan Jiachen Tao Nikhil Sharma Dawen Cai Yan Yan DiffM MedIm 53 0 0 24 Mar 2025
USP: Unified Self-Supervised Pretraining for Image Generation and Understanding Xiangxiang Chu Renda Li Yong Wang 62 0 0 08 Mar 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 117 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 105 18 0 17 Jan 2025
FgC2F-UDiff: Frequency-guided and Coarse-to-fine Unified Diffusion Model for Multi-modality Missing MRI Synthesis Xiaojiao Xiao Qinmin Hu Guanghui Wang MedIm DiffM 23 0 0 08 Jan 2025
Data-Efficient Inference of Neural Fluid Fields via SciML Foundation Model Yuqiu Liu Jingxuan Xu Mauricio Soroco Yunchao Wei Wuyang Chen AI4CE 84 2 0 18 Dec 2024
Distillation of Diffusion Features for Semantic Correspondence Frank Fundel Johannes Schusterbauer Vincent Tao Hu Bjorn Ommer DiffM 89 3 0 04 Dec 2024
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 91 1 0 25 Nov 2024
Physics Informed Distillation for Diffusion Models Joshua Tian Jin Tee Kang Zhang Hee Suk Yoon Dhananjaya N. Gowda Chanwoo Kim Chang-Dong Yoo DiffM 62 2 0 13 Nov 2024
Denoising Diffusion Models for Anomaly Localization in Medical Images Cosmin I. Bercea P. Cattin Julia A. Schnabel J. Wolleb DiffM MedIm 36 0 0 31 Oct 2024
Deep Generative Models for 3D Medical Image Synthesis Paul Friedrich Yannik Frisch P. Cattin 3DV MedIm 37 3 0 23 Oct 2024
Evaluating Utility of Memory Efficient Medical Image Generation: A Study on Lung Nodule Segmentation Kathrin Khadra Utku Türkbey DiffM MedIm 28 0 0 16 Oct 2024
Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback Michelle Zhao Reid G. Simmons H. Admoni Aaditya Ramdas Andrea Bajcsy 41 4 0 11 Oct 2024
Global-Local Medical SAM Adaptor Based on Full Adaption Meng Wang Yarong Feng Yongwei Tang Tian Zhang Yuxin Liang Chao Lv MedIm 43 0 0 26 Sep 2024
KLDD: Kalman Filter based Linear Deformable Diffusion Model in Retinal Image Segmentation Zhihao Zhao Yinzheng Zhao Junjie Yang Kai-Qi Huang Nassir Navab M. A. Nasseri MedIm 35 2 0 19 Sep 2024
Denoising diffusion models for high-resolution microscopy image restoration Pamela Osuna-Vargas Maren H. Wehrheim Lucas Zinz Johanna Rahm Ashwin Balakrishnan Alexandra Kaminer Mike Heilemann Matthias Kaschube DiffM MedIm 31 1 0 18 Sep 2024
iSeg: An Iterative Refinement-based Framework for Training-free Segmentation Lin Sun Jiale Cao J. Xie F. Khan Yanwei Pang DiffM 43 1 0 05 Sep 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 42 4 0 23 Aug 2024
Medical SAM 2: Segment medical images as video via Segment Anything Model 2 Jiayuan Zhu Yunli Qi A. El Abbadi VLM MedIm 34 66 0 01 Aug 2024
Advancing Medical Image Segmentation: Morphology-Driven Learning with Diffusion Transformer Sungmin Kang Jaeha Song Jihie Kim MedIm 34 2 0 01 Aug 2024
How To Segment in 3D Using 2D Models: Automated 3D Segmentation of Prostate Cancer Metastatic Lesions on PET Volumes Using Multi-Angle Maximum Intensity Projections and Diffusion Models Amirhosein Toosi Sara Harsini Franccois Bénard Carlos F. Uribe Arman Rahmim MedIm 16 0 0 26 Jul 2024
FDiff-Fusion:Denoising diffusion fusion network based on fuzzy learning for 3D medical image segmentation Weiping Ding Sheng Geng Haipeng Wang Jiashuang Huang Tianyi Zhou MedIm 40 4 0 22 Jul 2024
FocusDiffuser: Perceiving Local Disparities for Camouflaged Object Detection Jian-wen Zhao Xin Li Fan Yang Qiang Zhai Ao Luo Zicheng Jiao Hong Cheng DiffM 36 7 0 18 Jul 2024
Mask-guided cross-image attention for zero-shot in-silico histopathologic image generation with a diffusion model Dominik Winter Nicolas Triltsch Marco Rosati Anatoliy Shumilov Ziya Kokaragac ... T. Padel L. S. Monasor Ross Hill Markus Schick N. Brieu DiffM MedIm 62 3 0 16 Jul 2024
IDOL: Unified Dual-Modal Latent Diffusion for Human-Centric Joint Video-Depth Generation Yuanhao Zhai K. Lin Linjie Li Chung-Ching Lin Jianfeng Wang Zhengyuan Yang David Doermann Junsong Yuan Zicheng Liu Lijuan Wang DiffM VGen 26 3 0 15 Jul 2024
Physics-Inspired Generative Models in Medical Imaging: A Review Dennis Hein Afshin Bozorgpour Dorit Merhof Ge Wang DiffM MedIm AI4CE 39 0 0 15 Jul 2024
Salt & Pepper Heatmaps: Diffusion-informed Landmark Detection Strategy Julian Wyatt Irina Voiculescu MedIm 36 0 0 12 Jul 2024
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Tao Chen Chenhui Wang Zhihao Chen Yiming Lei Hongming Shan MedIm 34 8 0 03 Jul 2024
CriDiff: Criss-cross Injection Diffusion Framework via Generative Pre-train for Prostate Segmentation Tingwei Liu Miao Zhang Leiye Liu Jialong Zhong Shuyao Wang Yongri Piao Huchuan Lu MedIm DiffM 27 2 0 20 Jun 2024
Language-driven Grasp Detection An Dinh Vuong Minh Nhat Vu Baoru Huang Nghia Nguyen Hieu Le T. Vo Anh Nguyen VLM 41 19 0 13 Jun 2024
Pancreatic Tumor Segmentation as Anomaly Detection in CT Images Using Denoising Diffusion Models Reza Babaei Samuel Cheng Theresa Thai Shangqing Zhao MedIm DiffM 41 2 0 04 Jun 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 43 3 0 28 May 2024
Prior-guided Diffusion Model for Cell Segmentation in Quantitative Phase Imaging Zhuchen Shao M. Anastasio Hua Li DiffM MedIm 37 1 0 10 May 2024
Sequential Amodal Segmentation via Cumulative Occlusion Learning Jiayang Ao Qiuhong Ke Krista A. Ehinger 36 0 0 09 May 2024
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI Keqiang Fan Xiaohao Cai M. Niranjan MedIm DiffM 40 2 0 08 May 2024
Lane Segmentation Refinement with Diffusion Models Antonio Ruiz Andrew Melnik Dong Wang Helge J. Ritter DiffM 71 3 0 01 May 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 37 38 0 29 Apr 2024
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image Segmentation Tanvi Deshpande Eva Prakash E. Ross C. Langlotz Andrew Ng Jeya Maria Jose Valanarasu MedIm SyDa VLM 39 1 0 25 Apr 2024
OccGen: Generative Multi-modal 3D Occupancy Prediction for Autonomous Driving Guoqing Wang Zhongdao Wang Pin Tang Jilai Zheng Xiangxuan Ren Bailan Feng Chao Ma DiffM 35 17 0 23 Apr 2024
Zero-Shot Medical Phrase Grounding with Off-the-shelf Diffusion Models Konstantinos Vilouras Pedro Sanchez Alison Q. OÑeil Sotirios A. Tsaftaris MedIm 42 2 0 19 Apr 2024
Vision-Language Synthetic Data Enhances Echocardiography Downstream Tasks Pooria Ashrafian M. Yazdani Moein Heidari Dena Shahriari I. Hacihaliloglu MedIm 42 2 0 28 Mar 2024
Denoising Diffusion Models for 3D Healthy Brain Tissue Inpainting Alicia Durrer J. Wolleb Florentin Bieder Paul Friedrich L. Melie-García ... Ozgur Yaldizli C. Granziera Bjoern H. Menze Philippe C. Cattin Florian Kofler MedIm 19 6 0 21 Mar 2024
Analysing Diffusion Segmentation for Medical Images Mathias Öttl Siyuan Mei Frauke Wilm Jana Steenpass M. Rübner ... Matthias W. Beckmann Peter Fasching Andreas K. Maier R. Erber Katharina Breininger MedIm 37 1 0 21 Mar 2024
StainDiffuser: MultiTask Dual Diffusion Model for Virtual Staining Tushar Kataria Beatrice S. Knudsen Shireen Elhabian DiffM MedIm 29 9 0 17 Mar 2024