CNN-Based Projected Gradient Descent for Consistent Image Reconstruction

6 September 2017

Papers citing "CNN-Based Projected Gradient Descent for Consistent Image Reconstruction"

50 / 107 papers shown

Title
Reliable Selection of Heterogeneous Treatment Effect Estimators Jiayi Guo Zijun Gao CML 184 0 0 23 Nov 2025
Tomographic Foundation Model -- FORCE: Flow-Oriented Reconstruction Conditioning Engine Wenjun Xia Chuang Niu Ge Wang MedIm OOD 160 0 0 02 Jun 2025
Stochastic Orthogonal Regularization for deep projective priors Ali Joundi Yann Traonmilin Alasdair Newson 322 2 0 19 May 2025
AdvSwap: Covert Adversarial Perturbation with High Frequency Info-swapping for Autonomous Driving Perception Yuanhao Huang Qinfan Zhang Jiandong Xing Mengyue Cheng Haiyang Yu Yilong Ren Xiao Xiong AAML 277 3 0 12 Feb 2025
TreeFormer: Single-view Plant Skeleton Estimation via Tree-constrained Graph GenerationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Xinpeng Liu Hiroaki Santo Yosuke Toda Fumio Okura 331 2 0 25 Nov 2024
Zero-shot Dynamic MRI Reconstruction with Global-to-local Diffusion Model Yu Guan Kunlong Zhang Qi Qi Dong Wang Ziwen Ke Shaoyu Wang Dong Liang Qiegen Liu MedIm 275 1 0 06 Nov 2024
Efficient Medical Image Retrieval Using DenseNet and FAISS for BIRADS Classification MD Shaikh Rahman Feiroz Humayara Syed Maudud E Rabbi Muhammad Mahbubur Rashid MedIm 130 5 0 03 Nov 2024
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic ModelsIEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control (IEEE TUFFC), 2024 Hojat Asgariandehkordi Sobhan Goudarzi Mostafa Sharifzadeh Adrian Basarab H. Rivaz MedIm DiffM 198 6 0 20 Aug 2024
UnWave-Net: Unrolled Wavelet Network for Compton Tomography Image Reconstruction Ishak Ayad Cécilia Tarpau J. Cebeiro Mai K. Nguyen 162 0 0 05 Jun 2024
You Only Need Half: Boosting Data Augmentation by Using Partial Content Juntao Hu Yuan Wu 155 1 0 05 May 2024
Prior Frequency Guided Diffusion Model for Limited Angle (LA)-CBCT Reconstruction Jiacheng Xie H. Shao Yunxiang Li You Zhang DiffM MedIm 215 0 0 01 Apr 2024
MambaMIR: An Arbitrary-Masked Mamba for Joint Medical Image Reconstruction and Uncertainty Estimation Jiahao Huang Liutao Yang Fanwen Wang Yang Nan Angelica I. Aviles-Rivero Carola-Bibiane Schönlieb Daoqiang Zhang Guang Yang Mamba 201 23 0 28 Feb 2024
QN-Mixer: A Quasi-Newton MLP-Mixer Model for Sparse-View CT Reconstruction Ishak Ayad Nicolas Larue Mai K. Nguyen 315 9 0 28 Feb 2024
Robustness and Exploration of Variational and Machine Learning Approaches to Inverse Problems: An Overview Alexander Auras Kanchana Vaishnavi Gandikota Hannah Droege Michael Moeller AAML 257 1 0 19 Feb 2024
Evaluating Adversarial Robustness of Low dose CT Recovery Kanchana Vaishnavi Gandikota Paramanand Chandramouli Hannah Dröge Michael Moeller OOD AAML 175 3 0 18 Feb 2024
Deep Radon Prior: A Fully Unsupervised Framework for Sparse-View CT Reconstruction Shuo Xu Yucheng Zhang Gang Chen Xincheng Xiang Peng Cong Yuewen Sun 156 2 0 30 Dec 2023
Survey of Vulnerabilities in Large Language Models Revealed by Adversarial Attacks Erfan Shayegani Md Abdullah Al Mamun Yu Fu Pedram Zaree Yue Dong Nael B. Abu-Ghazaleh AAML 459 221 0 16 Oct 2023
Outlier Detection Using Generative Models with Theoretical Performance Guarantees Xiaodong Wu A. D. Le Tianming Wang Xiaodong Wu Weiyu Xu 262 3 0 16 Oct 2023
Diffusion Prior Regularized Iterative Reconstruction for Low-dose CT Wenjun Xia Yongyi Shi Chuang Niu W. Cong Ge Wang DiffM 129 12 0 10 Oct 2023
Two-and-a-half Order Score-based Model for Solving 3D Ill-posed Inverse Problems Zirong Li Yanyang Wang Jianjia Zhang Weiwen Wu Hengyong Yu 161 14 0 16 Aug 2023
Deep Unrolling Networks with Recurrent Momentum Acceleration for Nonlinear Inverse ProblemsInverse Problems (IP), 2023 Qingping Zhou Jiayu Qian Junqi Tang Jinglai Li AI4CE 293 10 0 30 Jul 2023
A signal processing interpretation of noise-reduction convolutional neural networksIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2023 Luis A. Zavala-Mondragón Peter H. N. de With Fons van der Sommen 104 7 0 25 Jul 2023
Solving Inverse Problems with Latent Diffusion Models via Hard Data ConsistencyInternational Conference on Learning Representations (ICLR), 2023 Bowen Song Soo Min Kwon Zecheng Zhang Xinyu Hu Qing Qu Liyue Shen MedIm 420 183 0 16 Jul 2023
Differentiable Forward Projector for X-ray Computed Tomography Hyojin Kim Kyle Champley MedIm 162 19 0 11 Jul 2023
Direct Diffusion Bridge using Data Consistency for Inverse ProblemsNeural Information Processing Systems (NeurIPS), 2023 Hyungjin Chung Jeongsol Kim Jong Chul Ye DiffM 316 72 0 31 May 2023
Towards Constituting Mathematical Structures for Learning to OptimizeInternational Conference on Machine Learning (ICML), 2023 Jialin Liu Xiaohan Chen Zinan Lin W. Yin HanQin Cai 281 16 0 29 May 2023
Cross-domain Denoising for Low-dose Multi-frame Spiral Computed TomographyIEEE Transactions on Medical Imaging (TMI), 2023 Yucheng Lu Zhixin Xu M. Choi Jimin Kim Seung‐Won Jung OOD 465 3 0 21 Apr 2023
Uncertainty-Aware Null Space Networks for Data-Consistent Image Reconstruction Christoph Angermann Simon Göppel Markus Haltmeier 160 1 0 14 Apr 2023
Parallel Diffusion Model-based Sparse-view Cone-beam Breast CT Wenjun Xia H. Tseng Chuang Niu W. Cong Xiaohua Zhang Shaohua Liu R. Ning Srinivasan Vedantham Ge Wang DiffM MedIm 172 6 0 22 Mar 2023
To be or not to be stable, that is the question: understanding neural networks for inverse problemsSIAM Journal on Scientific Computing (SISC), 2022 David Evangelista J. Nagy E. Morotti E. L. Piccolomini 206 8 0 24 Nov 2022
A Neural-Network-Based Convex Regularizer for Inverse ProblemsIEEE Transactions on Computational Imaging (TCI), 2022 Alexis Goujon Sebastian Neumayer Pakshal Bohra Stanislas Ducotterd M. Unser 366 39 0 22 Nov 2022
DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT ReconstructionIEEE International Conference on Computer Vision (ICCV), 2022 Jiaming Liu Rushil Anirudh Jayaraman J. Thiagarajan Stewart He K. A. Mohan Ulugbek S. Kamilov Hyojin Kim MedIm DiffM 170 98 0 22 Nov 2022
Differentiable Uncalibrated ImagingIEEE Transactions on Computational Imaging (TCI), 2022 Sidharth Gupta K. Kothari Valentin Debarnot Ivan Dokmanić MedIm 261 5 0 18 Nov 2022
PhotoFourier: A Photonic Joint Transform Correlator-Based Neural Network AcceleratorInternational Symposium on High-Performance Computer Architecture (HPCA), 2022 Shurui Li Hangbo Yang C. Wong V. Sorger Puneet Gupta 180 14 0 10 Nov 2022
$Low-Dose CT Using Denoising Diffusion Probabilistic Model for 20$\times$ Speedup$ Low-Dose CT Using Denoising Diffusion Probabilistic Model for 20 $\times$ Speedup Wenjun Xia Qing Lyu Ge Wang DiffM MedIm 141 6 0 29 Sep 2022
LRIP-Net: Low-Resolution Image Prior based Network for Limited-Angle CT ReconstructionIEEE Transactions on Radiation and Plasma Medical Sciences (TRPMS), 2022 Qifeng Gao Rui Ding Linyuan Wang Bin Xue Y. Duan 109 6 0 30 Jul 2022
Online Deep Equilibrium Learning for Regularization by DenoisingNeural Information Processing Systems (NeurIPS), 2022 Jiaming Liu Xiaojian Xu Weijie Gan Shirin Shoushtari Ulugbek S. Kamilov 235 30 0 25 May 2022
A Dataset-free Deep learning Method for Low-Dose CT Image ReconstructionInverse Problems (IP), 2022 Qiaoqiao Ding Hui Ji Yuhui Quan Xiaoqun Zhang OOD 178 6 0 01 May 2022
Single Image Internal Distribution Measurement Using Non-Local Variational Autoencoder Yeahia Sarker A. Imran M. H. Ahamed R. Chakrabortty Mike J. Ryan Sajal Das SupR 142 0 0 02 Apr 2022
Physics-/Model-Based and Data-Driven Methods for Low-Dose Computed Tomography: A surveyIEEE Signal Processing Magazine (IEEE Signal Process. Mag.), 2022 Wenjun Xia Hongming Shan Ge Wang Yi Zhang OOD AI4CE 133 40 0 29 Mar 2022
Bayesian Inversion for Nonlinear Imaging Models using Deep Generative PriorsIEEE Transactions on Computational Imaging (TCI), 2022 Pakshal Bohra Thanh-an Michel Pham Jonathan Dong M. Unser MedIm 240 15 0 18 Mar 2022
To what extent can Plug-and-Play methods outperform neural networks alone in low-dose CT reconstructionIEEE International Symposium on Biomedical Imaging (ISBI), 2022 Qifan Xu Q. Lyu Dan Ruan K. Sheng 98 1 0 15 Feb 2022
Sparse-view Cone Beam CT Reconstruction using Data-consistent Supervised and Adversarial Learning from Scarce Training DataIEEE Transactions on Computational Imaging (TCI), 2022 Anish Lahiri M. Klasky Jeffrey A. Fessler S. Ravishankar 177 32 0 23 Jan 2022
CNN-based regularisation for CT image reconstructions Attila Juhos MedIm 87 0 0 22 Jan 2022
WPPNets and WPPFlows: The Power of Wasserstein Patch Priors for SuperresolutionSIAM Journal of Imaging Sciences (SIAM J. Imaging Sci.), 2022 Fabian Altekrüger J. Hertrich 358 15 0 20 Jan 2022
Sparsest Univariate Learning Models Under Lipschitz ConstraintIEEE Open Journal of Signal Processing (JOSP), 2021 Shayan Aziznejad Thomas Debarre M. Unser 172 4 0 27 Dec 2021
Self-Attention Generative Adversarial Network for Iterative Reconstruction of CT Images Ruiwen Xing T. Humphries D. Si GAN MedIm 193 1 0 23 Dec 2021
DuDoTrans: Dual-Domain Transformer Provides More Attention for Sinogram Restoration in Sparse-View CT Reconstruction Ce Wang Kun Shang Haimiao Zhang Qian Li Yuan Hui S. Kevin Zhou ViT MedIm 195 31 0 21 Nov 2021
Wasserstein Patch Prior for Image SuperresolutionIEEE Transactions on Computational Imaging (IEEE Trans. Comput. Imaging), 2021 J. Hertrich Antoine Houdard C. Redenbach SupR MDE 213 24 0 27 Sep 2021
Tensor Normalization and Full Distribution Training Wolfgang Fuhl OOD 198 5 0 06 Sep 2021