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1. Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems NSTL国家科技图书文献中心

Sojin Lee |  Dogyun Park... -  《Computer Vision - ECCV 2024,Part LIII》 -  European Conference on Computer Vision - 2025, - 288~304 - 共17页

摘要:Recent studies on inverse problems have |  range of inverse problems. However, the existing |  Variational Inference (DAVI) that solves inverse problems |  proposed posterior samplers that leverage the pre-trained |  diffusion models as powerful priors. These attempts have
关键词: Inverse problems |  Diffusion models |  Posterior sampling

2. Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction NSTL国家科技图书文献中心

Jeffrey Wen |  Rizwan Ahmad... -  《Computer Vision - ECCV 2024,Part LX》 -  European Conference on Computer Vision - 2025, - 182~199 - 共18页

摘要:In imaging inverse problems, one seeks to | . Because such problems are ill-posed, there is great |  recover an image from missing/corrupted measurements |  motivation to quantify the uncertainty induced by the |  measurement-and-recovery process. Motivated by applications
关键词: Inverse problems |  Uncertainty quantification |  Conformal prediction |  Posterior sampling |  MRI

3. Zero-Shot Adaptation for Approximate Posterior Sampling of Diffusion Models in Inverse Problems NSTL国家科技图书文献中心

Yasar Utku Alcalar |  Mehmet Akcakaya -  《Computer Vision - ECCV 2024,Part LXXXIII》 -  European Conference on Computer Vision - 2025, - 444~460 - 共17页

摘要: generative techniques for solving inverse problems. Despite |  their success in a variety of inverse problems in | , application of these ideas for solving inverse problems with |  various noisy inverse problems, including Gaussian and | Diffusion models have emerged as powerful
关键词: Diffusion models |  Zero-Shot learning |  Inverse problems |  Plug-and-Play (PnP) methods |  Unrolled networks |  Bayesian methods

4. On the Problems of Convergence of Iterative Methods for Solving Two-Coefficient Inverse Problems of Ultrasound Tomography NSTL国家科技图书文献中心

Alexander Goncharsky |  Sergey Romanov... -  《Supercomputing,Part I》 -  Russian Supercomputing Days Conference - 2025, - 111~125 - 共15页

摘要: inverse problems of wave tomography, namely, two | -coefficient inverse problems of reconstruction of unknown | This article explores the problems of |  absorption in the inverse problem. Model calculations on a |  convergence of iterative methods for solving nonlinear
关键词: Supercomputer simulations |  High-performance scientific computing |  Inverse problems |  Ultrasound tomography |  Nondestructive testing

5. Deep Diffusion Image Prior for Efficient OOD Adaptation in 3D Inverse Problems NSTL国家科技图书文献中心

Hyungjin Chung |  Jong Chul Ye -  《Computer Vision - ECCV 2024,Part LXXV》 -  European Conference on Computer Vision - 2025, - 432~455 - 共24页

摘要:Recent inverse problem solvers that leverage |  seamless integration of 3D inverse solvers and thus leads |  diffusion inverse solvers even when training with gold |  generative diffusion priors have garnered significant |  attention due to their exceptional quality. However
关键词: Diffusion models |  Inverse problems |  OOD adaptation

6. CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems NSTL国家科技图书文献中心

Jiankun Zhao |  Bowen Song... -  《Computer Vision - ECCV 2024,Part XLVIII》 -  European Conference on Computer Vision - 2025, - 108~126 - 共19页

摘要: strong priors for solving general inverse problems | . Most existing Diffusion model-based Inverse Problem |  achieves new state-of-the-art in diffusion-based inverse |  employing prior-based inverse problem solvers for real | Diffusion models have been demonstrated as
关键词: Inverse problem solving |  Diffusion model |  Consistency model |  Fast sampling

7. Imaging Interiors: An Implicit Solution to Electromagnetic Inverse Scattering Problems NSTL国家科技图书文献中心

Ziyuan Luo |  Boxin Shi... -  《Computer Vision - ECCV 2024,Part VII》 -  European Conference on Computer Vision - 2025, - 350~368 - 共19页

摘要:Electromagnetic Inverse Scattering Problems | -resolution problems arising from discretization. Further |  challenges posed by inverse estimation. Our approach |  (EISP) have gained wide applications in computational |  imaging. By solving EISP, the internal relative
关键词: Electromagnetic inverse scattering problems |  Implicit neural representations |  Computational photography

8. Single-Scan mpMRI Calibration of Multi-species Brain Tumor Dynamics with Mass Effect NSTL国家科技图书文献中心

Ali Ghafouri |  George Biros -  《Simulation and Synthesis in Medical Imaging》 -  International Workshop on Simulation and Synthesis in Medical Imaging |  International Conference on Medical Image Computing and Computer Assisted Intervention - 2025, - 187~196 - 共10页

摘要: all three inverse problems using quasi-Newton | We propose an inverse problem formulation and |  (mpMRI) scan. To solve this inverse problem, we first |  the pretumor anatomy. Then we solve a second inverse |  inverse problem. Finally, we solve a third inverse
关键词: Glioblastoma |  Multi-species |  Mass effect |  Tumor growth models |  Inverse problems

9. Robust Non-convex Model-Based Approach for Deep Learning-Based Image Processing NSTL国家科技图书文献中心

Elena Morotti |  Davide Evangelista... -  《Numerical Computations,Part I》 -  International Conference on Numerical Computations: Theory and Algorithms - 2025, - 360~367 - 共8页

摘要:Total p-norm Variation (TpV) is a well | -established technique in image processing, used to denoise |  and preserve edges. However, the related non-convex |  minimization is still a challenging task in optimization | , both for the computational cost and for convergence
关键词: Non-convex optimization |  Neural network |  Inverse problems

10. Piecewise Linear Approximations in the Balanced Identification of Models with Differential Equations NSTL国家科技图书文献中心

Vladimir Voloshinov |  Alexander Sokolov -  《Optimization and Applications》 -  International Conference on Optimization and Applications - 2025, - 69~82 - 共14页

摘要: the technology generates inverse problems for DE |  problems by finite dimensional mathematical programming | The work develops numerical methods of a |  technology of balanced identification for mathematical |  models with differential equations (DE). In this case
关键词: Balanced identification |  Discretization of inverse problems |  Discretization of differential equations |  Piecewise linear approximations |  Smoothing functions |  SOS2 constraints
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