Solving Inverse Problems in Medical Imaging with Score-Based Generative Models

15 November 2021

Papers citing "Solving Inverse Problems in Medical Imaging with Score-Based Generative Models"

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Title
Are CLIP features all you need for Universal Synthetic Image Origin Attribution? Dario Cioni Christos Tzelepis Lorenzo Seidenari Ioannis Patras 40 2 0 17 Aug 2024
TC-KANRecon: High-Quality and Accelerated MRI Reconstruction via Adaptive KAN Mechanisms and Intelligent Feature Scaling Ruiquan Ge Xiao Yu Yifei Chen Fan Jia Shenghao Zhu ... Dong Zeng Dong Zeng Qiegen Liu S. Niu Shanzhou Niu MedIm 46 3 0 11 Aug 2024
Iterative CT Reconstruction via Latent Variable Optimization of Shallow Diffusion Models S. Ozaki S. Kaji T. Imae K. Nawa H. Yamashita K. Nakagawa DiffM MedIm 34 0 0 06 Aug 2024
Robust Simultaneous Multislice MRI Reconstruction Using Deep Generative Priors Shoujin Huang Guanxiong Luo Yuwan Wang Kexin Yang Lingyan Zhang ... Hua Guo Min Wang Mengye Lyu Lingyan Zhang Mengye Lyu MedIm 47 1 0 31 Jul 2024
Segmentation-guided MRI reconstruction for meaningfully diverse reconstructions Jan Nikolas Morshuis Matthias Hein Christian F. Baumgartner 25 0 0 25 Jul 2024
Multi-physics Simulation Guided Generative Diffusion Models with Applications in Fluid and Heat Dynamics Naichen Shi Hao Yan Shenghan Guo Raed Al Kontar DiffM AI4CE 38 0 0 25 Jul 2024
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems Sojin Lee Dogyun Park Inho Kong Hyunwoo J. Kim DiffM 40 2 0 23 Jul 2024
CoCoG-2: Controllable generation of visual stimuli for understanding human concept representation Chen Wei Jiachen Zou Dietmar Heinke Quanying Liu 35 0 0 20 Jul 2024
PointRegGPT: Boosting 3D Point Cloud Registration using Generative Point-Cloud Pairs for Training Suyi Chen Hao Xu Haipeng Li Kunming Luo Guanghui Liu Chi-Wing Fu Ping Tan Shuaicheng Liu 3DPC 44 3 0 19 Jul 2024
DiffuX2CT: Diffusion Learning to Reconstruct CT Images from Biplanar X-Rays Xuhui Liu Zhi Qiao Runkun Liu Hong Li Juan Zhang Xiantong Zhen Zhen Qian Baochang Zhang MedIm 42 2 0 18 Jul 2024
CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems Jiankun Zhao Bowen Song Liyue Shen DiffM 47 4 0 17 Jul 2024
Zero-Shot Adaptation for Approximate Posterior Sampling of Diffusion Models in Inverse Problems Yasar Utku Alçalar Mehmet Akçakaya DiffM 34 3 0 16 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
Sampling from the Random Linear Model via Stochastic Localization Up to the AMP Threshold Han Cui Zhiyuan Yu Jingbo Liu 39 0 0 15 Jul 2024
Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling Noam Elata T. Michaeli Michael Elad DiffM MedIm 29 9 0 11 Jul 2024
E2VIDiff: Perceptual Events-to-Video Reconstruction using Diffusion Priors Jinxiu Liang Bohan Yu Yixin Yang Yiming Han Boxin Shi VGen DiffM MDE 22 0 0 11 Jul 2024
Solving the inverse problem of microscopy deconvolution with a residual Beylkin-Coifman-Rokhlin neural network Rui Li M. Kudryashev Artur Yakimovich 32 1 0 03 Jul 2024
Highly Accelerated MRI via Implicit Neural Representation Guided Posterior Sampling of Diffusion Models Jiayue Chu Chenhe Du Xiyue Lin Yuyao Zhang Hongjiang Wei MedIm DiffM 36 1 0 03 Jul 2024
Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing Bingliang Zhang Wenda Chu Julius Berner Chenlin Meng Anima Anandkumar Yang Song DiffM 41 27 0 01 Jul 2024
Blind Inversion using Latent Diffusion Priors Weimin Bai Siyi Chen Wenzheng Chen He Sun DiffM 26 4 0 01 Jul 2024
An Expectation-Maximization Algorithm for Training Clean Diffusion Models from Corrupted Observations Weimin Bai Yifei Wang Wenzheng Chen He Sun 41 7 0 01 Jul 2024
Posterior Sampling with Denoising Oracles via Tilted Transport Joan Bruna Jiequn Han DiffM MedIm 35 4 0 30 Jun 2024
Accelerating Longitudinal MRI using Prior Informed Latent Diffusion Yonatan Urman Zachary Shah Ashwin Kumar Bruno P. Soares K. Setsompop MedIm 31 0 0 29 Jun 2024
Conditional score-based diffusion models for solving inverse problems in mechanics Agnimitra Dasgupta Harisankar Ramaswamy Javier Murgoitio-Esandi Ken Foo Runze Li Qifa Zhou Brendan Kennedy Assad A. Oberai DiffM MedIm 42 2 0 19 Jun 2024
Neural Approximate Mirror Maps for Constrained Diffusion Models Berthy T. Feng Ricardo Baptista Katherine L. Bouman MedIm DiffM 48 3 0 18 Jun 2024
SatDiffMoE: A Mixture of Estimation Method for Satellite Image Super-resolution with Latent Diffusion Models Zhaoxu Luo Bowen Song Liyue Shen 34 1 0 14 Jun 2024
DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction Bowen Song Jason Hu Zhaoxu Luo Jeffrey A. Fessler Liyue Shen MedIm DiffM 31 7 0 14 Jun 2024
Image Neural Field Diffusion Models Yinbo Chen Oliver Wang Richard Zhang Eli Shechtman Xiaolong Wang Michael Gharbi DiffM 36 3 0 11 Jun 2024
Unleashing the Denoising Capability of Diffusion Prior for Solving Inverse Problems Jiawei Zhang Jiaxin Zhuang Cheng Jin Gen Li Yuantao Gu DiffM 76 1 0 11 Jun 2024
C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction Yiqun Lin Jiewen Yang Hualiang Wang Xinpeng Ding Wei Zhao Xiaomeng Li 40 8 0 06 Jun 2024
Solving Inverse Problems in Protein Space Using Diffusion-Based Priors A. Levy E. R. Chan Sara Fridovich-Keil Frédéric Poitevin Ellen D. Zhong Gordon Wetzstein DiffM 75 3 0 06 Jun 2024
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze Following Qiaomu Miao Alexandros Graikos Jingwei Zhang Sounak Mondal Minh Hoai Dimitris Samaras 35 0 0 04 Jun 2024
Learning Image Priors through Patch-based Diffusion Models for Solving Inverse Problems Jason Hu Bowen Song Xiaojian Xu Liyue Shen Jeffrey A. Fessler MedIm DiffM 46 8 0 04 Jun 2024
Convergence of the denoising diffusion probabilistic models for general noise schedules Yumiharu Nakano DiffM 49 0 0 03 Jun 2024
Amortizing intractable inference in diffusion models for vision, language, and control S. Venkatraman Moksh Jain Luca Scimeca Minsu Kim Marcin Sendera ... Alexandre Adam Jarrid Rector-Brooks Yoshua Bengio Glen Berseth Nikolay Malkin 68 24 0 31 May 2024
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors Zihui Wu Yu Sun Yifan Chen Bingliang Zhang Yisong Yue Katherine L. Bouman DiffM 34 20 0 29 May 2024
Partitioned Hankel-based Diffusion Models for Few-shot Low-dose CT Reconstruction Wenhao Zhang Bin Huang Shuyue Chen Xiaoling Xu Weiwen Wu Qiegen Liu 31 0 0 27 May 2024
Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity Haoxuan Chen Yinuo Ren Lexing Ying Grant M. Rotskoff 45 16 0 24 May 2024
Score-based generative models are provably robust: an uncertainty quantification perspective Nikiforos Mimikos-Stamatopoulos Benjamin J. Zhang M. Katsoulakis DiffM 35 6 0 24 May 2024
Hierarchical Uncertainty Exploration via Feedforward Posterior Trees E. Nehme Rotem Mulayoff T. Michaeli UQCV 48 2 0 24 May 2024
Taming Score-Based Diffusion Priors for Infinite-Dimensional Nonlinear Inverse Problems Lorenzo Baldassari Ali Siahkoohi Josselin Garnier K. Sølna Maarten V. de Hoop DiffM 36 1 0 24 May 2024
Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving Jia He Bonan Li Ge Yang Ziwen Liu MedIm 27 3 0 24 May 2024
Learning Diffusion Priors from Observations by Expectation Maximization François Rozet Gérome Andry F. Lanusse Gilles Louppe DiffM 45 15 0 22 May 2024
FRRffusion: Unveiling Authenticity with Diffusion-Based Face Retouching Reversal Fengchuang Xing Xiao-Wen Shi Yuan-Gen Wang Chunsheng Yang DiffM 34 0 0 13 May 2024
Self-Consistent Recursive Diffusion Bridge for Medical Image Translation Fuat Arslan Bilal Kabas Onat Dalmaz Muzaffer Özbey Tolga Çukur MedIm DiffM 43 12 0 10 May 2024
DP-MDM: Detail-Preserving MR Reconstruction via Multiple Diffusion Models Mengxiao Geng Jiahao Zhu Xiaolin Zhu Qiqing Liu Dong Liang Qiegen Liu MedIm 44 4 0 09 May 2024
Parameter-Efficient Fine-Tuning with Discrete Fourier Transform Ziqi Gao Qichao Wang Aochuan Chen Zijing Liu Bingzhe Wu Liang Chen Jia Li 38 25 0 05 May 2024
Implicit Neural Representations for Robust Joint Sparse-View CT Reconstruction Jiayang Shi Junyi Zhu D. Pelt K. Batenburg Matthew B. Blaschko 35 3 0 03 May 2024
Report on the AAPM Grand Challenge on deep generative modeling for learning medical image statistics Rucha Deshpande Varun A. Kelkar Dimitrios S. Gotsis Prabhat Kc Rongping Zeng Kyle J. Myers F. Brooks M. Anastasio MedIm 23 4 0 03 May 2024
Lazy Layers to Make Fine-Tuned Diffusion Models More Traceable Haozhe Liu Wentian Zhang Bing Li Bernard Ghanem Jürgen Schmidhuber DiffM WIGM AAML 33 1 0 01 May 2024