图像生成 - arXivDaily 专题

2403.01919 2026-04-14 cs.LG 78%

Randomized Approach to Matrix Completion: Applications in Recommendation Systems and Image Inpainting

矩阵补全的随机方法：推荐系统和图像修复中的应用

Antonina Krajewska, Ewa Niewiadomska-Szynkiewicz

机构 * NASK National Research Institute（NASK国家研究所）； Warsaw University of Technology（华沙理工大学）

专题命中图像修复：inpainting(title,abstract)

AI总结本文提出一种新的矩阵补全方法，用于处理行数远多于列数的矩阵。通过结合列子集选择与低秩矩阵补全，CSMC在保持解质量的同时大幅降低计算成本，并在推荐系统和图像修复中验证了其有效性。

Journal ref Machine Learning, 115, 57 (2026)

2602.14547 2026-02-17 astro-ph.CO 78%

Multiscale feature integration network for inpainting of full-sky CMB $B$-modes

多尺度特征整合网络用于全天空CMB B模的修复

Reyhan D. Lambaga, Vipin Sudevan, Pisin Chen

专题命中图像修复：inpainting(title,abstract)

AI总结 SkyReconNet-P通过多尺度特征整合网络修复全天空CMB B模，通过校准和模拟验证其在极化地图修复中的有效性。

Comments 11 pages, 11 figures

2601.13513 2026-01-21 cs.SD eess.AS 78%

Event Classification by Physics-informed Inpainting for Distributed Multichannel Acoustic Sensor with Partially Degraded Channels

通过物理指导的补全进行分布式多通道声学传感器事件分类

Noriyuki Tonami, Wataru Kohno, Yoshiyuki Yajima, Sakiko Mishima, Yumi Arai, Reishi Kondo, Tomoyuki Hino

机构 * NEC Corporation（日本 NEC 公司）； NEC Laboratories America, Inc.（美国 NEC 实验室）

专题命中图像修复：inpainting(title,abstract)

AI总结本文提出一种基于反时间迁移的物理指导补全前端，通过重建和投影预处理提升分布式多通道声学传感在布局开放和通道退化下的事件分类准确率。

Comments Accepted to ICASSP 2026

2512.24513 2026-01-05 cs.CY 78%

From Static to Dynamic: Evaluating the Perceptual Impact of Dynamic Elements in Urban Scenes via MLLM-Guided Generative Inpainting

从静态到动态：通过MLLM引导的生成修复技术评估城市场景中动态元素的感知影响

Zhiwei Wei, Mengzi Zhang, Boyan Lu, Zhitao Deng, Nai Yang, Hua Liao

专题命中图像修复：inpainting(title,abstract)

AI总结通过MLLM引导的生成修复技术，研究评估了动态元素在城市场景中的感知影响，发现移除动态元素导致活力显著下降，揭示了光照、人类存在和深度变化对感知变化的关键作用。

Comments 31 pages, 5 figures

2512.08113 2025-12-10 eess.IV cond-mat.mtrl-sci 78%

Missing Wedge Inpainting and Joint Alignment in Electron Tomography through Implicit Neural Representations

通过隐式神经表示实现电子断层扫描中的缺失楔填补与联合对齐

Cedric Lim, Corneel Casert, Arthur R. C. McCray, Serin Lee, Andrew Barnum, Jennifer Dionne, Colin Ophus

专题命中图像修复：inpainting(title,abstract)

AI总结本文提出了一种基于隐式神经表示的自监督重建方法，通过姿态优化实现快速对齐，填补缺失楔并去噪低剂量数据，提升电子断层扫描的重建质量与泛化能力。

Comments 20 pages, 10 figures

2409.06392 2025-12-09 eess.AS cs.SD 78%

Janssen 2.0: Audio Inpainting in the Time-frequency Domain

Janssen 2.0：时频域中的音频修复

Ondřej Mokrý, Peter Balušík, Pavel Rajmic

机构 * Dept.\ of Telecommunications Brno University of Technology Czech Republic

专题命中图像修复：inpainting(title,abstract)

AI总结 Janssen 2.0通过改进的时频域方法实现音频修复，优于深度先验神经网络方法。

Comments Accepted to EUSIPCO 2025

Journal ref 2025 33rd European Signal Processing Conference (EUSIPCO)

2405.20101 2025-12-09 cs.SD cs.CL eess.AS 78%

Is Self-Supervised Learning Enough to Fill in the Gap? A Study on Speech Inpainting

自监督学习是否足以填补空白？语音修复研究

Ihab Asaad, Maxime Jacquelin, Olivier Perrotin, Laurent Girin, Thomas Hueber

机构 * Univ. Grenoble Alpes, CNRS, Grenoble-INP, GIPSA-lab（格陵兰大学阿尔卑斯分校、国家科学研究中心、格勒诺布尔INP、GIPSA实验室）

专题命中图像修复：inpainting(title,abstract)

AI总结本研究探讨了使用自监督学习训练的语音编码器进行语音修复，发现其在单人语音场景中表现更佳，而在多人语音场景中预训练编码器更有效。

Comments Accepted for publication to Computer Speech and Language journal (to appear)

2403.04433 2025-12-09 eess.AS cs.SD 78%

Tweaking autoregressive methods for inpainting of gaps in audio signals

调整自回归方法以修复音频信号中的缺口

Ondřej Mokrý, Pavel Rajmic

机构 * Department of Telecommunications Brno University of Technology Czech Republic（电信系布拉格技术大学捷克共和国）

专题命中图像修复：inpainting(title,abstract)

AI总结本文提出了一种改进的Janssen方法，用于音频信号中缺口的修复，通过实验验证了其在客观指标和听觉测试中的优越性。

Comments Accepted to EUSIPCO 2025

Journal ref 2025 33rd European Signal Processing Conference (EUSIPCO)

2407.04347 2025-11-04 math.AP cs.NA math.NA 78%

On a nonlinear nonlocal reaction-diffusion system applied to image restoration

Yuhang Li, Zhichang Guo, Jingfeng Shao, Boying Wu

专题命中图像修复：diffusion(title,abstract)

Comments 37 pages,15 figures

2508.12808 2025-10-21 nlin.PS 78%

Visual-Neural-Inspired Image Inpainting for Specific Objects-of-Interest Imaging

Yonghao Wu, Chang Liu, Vladimir Filaretov, Dmitry Yukhimets

专题命中图像修复：inpainting(title,abstract)

2505.20367 2025-10-14 eess.IV cs.LG 78%

DiffNMR: Advancing Inpainting of Randomly Sampled Nuclear Magnetic Resonance Signals

Sen Yan, Fabrizio Gabellieri, Etienne Goffinet, Filippo Castiglione, Thomas Launey

机构 * Technology Innovation Institute（技术创新研究所）

专题命中图像修复：inpainting(title)；diffusion(abstract)

2310.19645 2025-10-13 gr-qc astro-ph.HE 78%

A gating-and-inpainting perspective on GW150914 ringdown overtone: understanding the data analysis systematics

Yi-Fan Wang, Collin D. Capano, Jahed Abedi, Shilpa Kastha, Badri Krishnan, Alex B. Nielsen, Alexander H. Nitz, Julian Westerweck

专题命中图像修复：inpainting(title,abstract)

Comments v3: 12 pages, 10 figures, add a new section for numerical relativity injections. Data release at https://github.com/gwastro/gw150914-overtone

Journal ref Phys. Rev. D 112, 083023, 2025

2509.05787 2025-09-09 physics.flu-dyn cs.LG 78%

Vector-based loss functions for turbulent flow field inpainting

Samuel J. Baker, Shubham Goswami, Xiaohang Fang, Felix C. P. Leach

专题命中图像修复：inpainting(title,abstract)

2509.04980 2025-09-08 cs.SD cs.LG eess.AS 78%

MAIA: An Inpainting-Based Approach for Music Adversarial Attacks

Yuxuan Liu, Peihong Zhang, Rui Sang, Zhixin Li, Shengchen Li

专题命中图像修复：inpainting(title,abstract)

Comments Accepted at ISMIR2025

2507.10393 2025-07-15 math.AP 78%

On a class of forward-backward reaction-diffusion systems with local and nonlocal coupling for image restoration

Yihui Tong, Wenjie Liu, Zhichang Guo, Jingfeng Shao, Wenjuan Yao

专题命中图像修复：diffusion(title,abstract)

2501.06139 2025-05-26 astro-ph.CO 78%

Introducing a multiscale feature integration network for inpainting with applications to enhanced CMB map reconstruction

Reyhan D. Lambaga, Vipin Sudevan, Pisin Chen

专题命中图像修复：inpainting(title,abstract)

2403.18636 2025-03-14 eess.AS cs.SD 78%

A Diffusion-Based Generative Equalizer for Music Restoration

Eloi Moliner, Maija Turunen, Filip Elvander, Vesa Välimäki

专题命中图像修复：diffusion(title,abstract)

Comments Presented at DAFx24. Historical music restoration examples are available at: http://research.spa.aalto.fi/publications/papers/dafx-babe2/

2012.11748 2025-02-03 math.NA cs.CG cs.NA 78%

Mesh Denoising and Inpainting using the Total Variation of the Normal and a Shape Newton Approach

Lukas Baumgärtner, Ronny Bergmann, Roland Herzog, Stephan Schmidt, José Vidal-Núñez, Manuel Weiß

专题命中图像修复：inpainting(title,abstract)

Journal ref SIAM Journal on Scientific Computing, 47.1 (2025)

2409.17342 2024-09-27 physics.med-ph eess.IV 78%

Small metal artifact detection and inpainting in cardiac CT images

Trevor McKeown, H. Michael Gach, Yao Hao, Hongyu An, Clifford G. Robinson, Phillip S. Cuculich, Deshan Yang

专题命中图像修复：inpainting(title,abstract)

2405.06820 2024-09-26 astro-ph.CO 78%

CMB-PAInT: An inpainting tool for the cosmic microwave background

C. Gimeno-Amo, E. Martínez-González, R. B. Barreiro

专题命中图像修复：inpainting(title,abstract)

Comments 26 pages, 24 figures. Minor changes in the text. New Appendix B. Updated to match the final version published in JCAP

Journal ref JCAP09(2024)038

2407.18915 2024-07-30 eess.SP cs.LG 78%

Learning-Based WiFi Fingerprint Inpainting via Generative Adversarial Networks

Yu Chan, Pin-Yu Lin, Yu-Yun Tseng, Jen-Jee Chen, Yu-Chee Tseng

专题命中图像修复：inpainting(title,abstract)

Comments ICCCN2024

2406.06247 2024-06-21 eess.IV 78%

Image Compression with Isotropic and Anisotropic Shepard Inpainting

Rahul Mohideen Kaja Mohideen, Tobias Alt, Pascal Peter, Joachim Weickert

专题命中图像修复：inpainting(title,abstract)

Comments 37 pages, 8 figures

2406.06631 2024-06-12 cs.LG stat.ML 78%

Hinge-FM2I: An Approach using Image Inpainting for Interpolating Missing Data in Univariate Time Series

Noufel Saad, Maaroufi Nadir, Najib Mehdi, Bakhouya Mohamed

专题命中图像修复：inpainting(title,abstract)

2311.05217 2024-04-30 astro-ph.CO 78%

Super-Resolution Emulation of Large Cosmological Fields with a 3D Conditional Diffusion Model

Adam Rouhiainen, Michael Gira, Moritz Münchmeyer, Kangwook Lee, Gary Shiu

专题命中图像修复：diffusion(title,abstract)

Comments 20 pages, 11 figures, extended version of NeurIPS 2023 Machine Learning and the Physical Sciences workshop submission

2403.16480 2024-03-26 math.OC 78%

Low-rank quaternion tensor completion for color video inpainting via a novel factorization strategy

Zhenzhi Qin, Zhenyu Ming, Defeng Sun, Liping Zhang

专题命中图像修复：inpainting(title,abstract)

2403.08596 2024-03-14 cond-mat.mtrl-sci 78%

Patching-based Deep Learning model for the Inpainting of Bragg Coherent Diffraction patterns affected by detectors' gaps

Matteo Masto, Vincent Favre-Nicolin, Steven Leake, Tobias Schülli, Marie-Ingrid Richard, Ewen Bellec

专题命中图像修复：inpainting(title,abstract)

Comments Main article + Supplemental Material

2303.18023 2024-01-08 eess.AS 78%

Multiple Hankel matrix rank minimization for audio inpainting

Pavel Záviška, Pavel Rajmic, Ondřej Mokrý

专题命中图像修复：inpainting(title,abstract)

Journal ref 2023 46th International Conference on Telecommunications and Signal Processing (TSP)

2311.15061 2023-11-28 eess.SP 78%

SenseAI: Real-Time Inpainting for Electron Microscopy

Jack Wells, Amirafshar Moshtaghpour, Daniel Nicholls, Alex W. Robinson, Yalin Zheng, Jony Castagna, Nigel D. Browning

专题命中图像修复：inpainting(title,abstract)

Comments Presented in ISCS23

2309.01328 2023-11-21 cs.IT math.IT 78%

Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion

Jian-Feng Cai, Jae Kyu Choi, Jingyang Li, Guojian Yin

专题命中图像修复：inpainting(title,abstract)

2309.09617 2023-10-30 physics.med-ph physics.bio-ph physics.ins-det 78%

The Potential of Subsampling and Inpainting for Fast Low-Dose Cryo FIB-SEM Imaging and Tomography

Daniel Nicholls, Maryna Kobylysnka, Jack Wells, Zoe Broad, Alex W. Robinson, Damien McGrouther, Amirafshar Moshtaghpour, Angus I. Kirkland, Roland A. Fleck, Nigel D. Browning

专题命中图像修复：inpainting(title,abstract)

Comments In submission to "Microscopy and Microanalysis" journal. Authorship reviewed from previous submission

1. 图像修复 1784 篇

Randomized Approach to Matrix Completion: Applications in Recommendation Systems and Image Inpainting

Multiscale feature integration network for inpainting of full-sky CMB $B$-modes

Event Classification by Physics-informed Inpainting for Distributed Multichannel Acoustic Sensor with Partially Degraded Channels

From Static to Dynamic: Evaluating the Perceptual Impact of Dynamic Elements in Urban Scenes via MLLM-Guided Generative Inpainting

Missing Wedge Inpainting and Joint Alignment in Electron Tomography through Implicit Neural Representations

Janssen 2.0: Audio Inpainting in the Time-frequency Domain

Is Self-Supervised Learning Enough to Fill in the Gap? A Study on Speech Inpainting

Tweaking autoregressive methods for inpainting of gaps in audio signals

On a nonlinear nonlocal reaction-diffusion system applied to image restoration

Visual-Neural-Inspired Image Inpainting for Specific Objects-of-Interest Imaging

DiffNMR: Advancing Inpainting of Randomly Sampled Nuclear Magnetic Resonance Signals

A gating-and-inpainting perspective on GW150914 ringdown overtone: understanding the data analysis systematics

Vector-based loss functions for turbulent flow field inpainting

MAIA: An Inpainting-Based Approach for Music Adversarial Attacks

On a class of forward-backward reaction-diffusion systems with local and nonlocal coupling for image restoration

Introducing a multiscale feature integration network for inpainting with applications to enhanced CMB map reconstruction

A Diffusion-Based Generative Equalizer for Music Restoration

Mesh Denoising and Inpainting using the Total Variation of the Normal and a Shape Newton Approach

Small metal artifact detection and inpainting in cardiac CT images

CMB-PAInT: An inpainting tool for the cosmic microwave background

Learning-Based WiFi Fingerprint Inpainting via Generative Adversarial Networks

Image Compression with Isotropic and Anisotropic Shepard Inpainting

Hinge-FM2I: An Approach using Image Inpainting for Interpolating Missing Data in Univariate Time Series

Super-Resolution Emulation of Large Cosmological Fields with a 3D Conditional Diffusion Model

Low-rank quaternion tensor completion for color video inpainting via a novel factorization strategy

Patching-based Deep Learning model for the Inpainting of Bragg Coherent Diffraction patterns affected by detectors' gaps

Multiple Hankel matrix rank minimization for audio inpainting

SenseAI: Real-Time Inpainting for Electron Microscopy

Restoration Guarantee of Image Inpainting via Low Rank Patch Matrix Completion

The Potential of Subsampling and Inpainting for Fast Low-Dose Cryo FIB-SEM Imaging and Tomography