图像生成

Sparse Inpainting and Isotropy

Stephen M. Feeney, Domenico Marinucci, Jason D. McEwen, Hiranya V. Peiris, Benjamin D. Wandelt, Valentina Cammarota

专题命中 图像修复 ：inpainting(title,abstract)

Comments 18 pages, 6 figures. v3: matches version published in JCAP; formatting changes and single typo correction only. Code available from http://zuserver2.star.ucl.ac.uk/~smf/code.html

Journal ref JCAP01(2014)050

Inpainting: A powerful interpolation technique for helio- and asteroseismic data

K. H. Sato, R. A. Garcia, S. Pires, J. Ballot, S. Mathur, B. Mosser, E. Rodriguez, J. L. Starck, K. Uytterhoeven

专题命中 图像修复 ：inpainting(title,abstract)

Comments 5 pages, 9 figures, Proceedings of the HELAS IV International Conference submitted to Astronomische Nachrichten. Added reference.

Harmonic Inpainting of the Cosmic Microwave Background Sky: Formulation and Error Estimate

Kaiki Taro Inoue, Paolo Cabella, Eiichiro Komatsu

专题命中 图像修复 ：inpainting(title,abstract)

Comments 8 pages, 6 figures, Minor change, Discusssion about the Gaussian noise in the WMAP data is added in footnotes

Journal ref Phys.Rev.D77:123539,2008

Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

面向隐空间生成的表征驱动型内窥镜视觉嵌入对齐

Francisco Caetano, Tim J. M. Jaspers, Haiko Middeljans, Martijn R. Jong, Rixta A. H. van Eijck van Heslinga, Floor Slooter, Albert J. de Groof, Jacques J. Bergman, Peter H. N. De With, Fons van der Sommen

机构 * Eindhoven University of Technology（埃因霍温理工大学） ； Amsterdam University Medical Centers（阿姆斯特丹大学医学中心） ； University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 图像修复 ：image generation(abstract)；diffusion(abstract)；inpainting(abstract)；分类 cs.CV

AI总结 本研究针对内窥镜生成模型的领域差距与计算成本问题，提出REVEAL模型，基于500万帧内窥镜数据训练，在多任务中性能优于同类模型，为临床智能工具开发提供基础。

Comments Accepted at the DCA-MI Workshop (ECCV 2026)

4KLSDB: A Large-Scale Dataset for 4K Image Restoration and Generation

4KLSDB：用于4K图像恢复与生成的大规模数据集

Zihao Zhu, Kuan-Ru Huang, Zhaoming Xu, Renjie Li, Bo Wu, Ruizheng Bai, Mingyang Wu, Sayak Paul, Zhengzhong Tu

机构 * Texas A&M University（德克萨斯A&M大学） ； Hugging Face 纠错

专题命中 图像修复 ：text-to-image(abstract)；diffusion(abstract)；image synthesis(abstract)；分类 cs.CV

AI总结 为解决现有数据集缺乏原生4K分辨率和规模的问题，提出包含129,484张4K图像的大规模数据集4KLSDB，并通过多阶段自动过滤和标注确保质量，实验证明其在超分辨率和扩散模型训练中能显著提升4K基准性能。

Comments Accepted to the DataCV Workshop at CVPR 2026; 10 pages, 4 figures, 7 tables; Our project page is available at: https://4klsdb.github.io/

Versatile Recompression-Aware Perceptual Image Super-Resolution

多功能的感知图像超分辨率：考虑再压缩

Mingwei He, Tongda Xu, Xingtong Ge, Ming Sun, Chao Zhou, Yan Wang

机构 * AIR, Tsinghua University（清华大学智能产业研究院） ； AGUS Tech ； HKUST（香港科技大学） ； Kuaishou Technology（快手科技） 纠错

专题命中 图像修复 ：image generation(abstract)；text-to-image(abstract)；diffusion(abstract)；分类 cs.CV

AI总结 本文提出VRPSR，通过将压缩建模为条件文本到图像生成，利用预训练扩散模型构建通用编码器模拟器，并提出针对感知超分辨率的训练技术，实现SR与再压缩的联合优化，取得10%-40%的比特率节省。

Restora-Flow: Mask-Guided Image Restoration with Flow Matching

Restora-Flow：基于掩码的图像恢复与流匹配

Arnela Hadzic, Franz Thaler, Lea Bogensperger, Simon Johannes Joham, Martin Urschler

专题命中 图像修复 ：image generation(abstract)；diffusion(abstract)；inpainting(abstract)；分类 cs.CV

AI总结 Restora-Flow通过降质掩码引导流匹配采样并结合轨迹校正机制，实现高效且高质量的图像恢复。

Comments Accepted for WACV 2026

Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond)

Tomer Garber, Tom Tirer

专题命中 图像修复 ：image generation(abstract)；diffusion(abstract)；inpainting(abstract)；分类 cs.CV

Comments CVPR 2025 (camera-ready). Code can be found at: https://github.com/tirer-lab/CM4IR

LLMGA: Multimodal Large Language Model based Generation Assistant

Bin Xia, Shiyin Wang, Yingfan Tao, Yitong Wang, Jiaya Jia

专题命中 图像修复 ：image generation(abstract)；diffusion(abstract)；inpainting(abstract)；分类 cs.CV

Comments The paper is accepted by ECCV2024. The code is available at https://github.com/dvlab-research/LLMGA

SPIRE: Semantic Prompt-Driven Image Restoration

Chenyang Qi, Zhengzhong Tu, Keren Ye, Mauricio Delbracio, Peyman Milanfar, Qifeng Chen, Hossein Talebi

专题命中 图像修复 ：diffusion(abstract)；image editing(abstract)；inpainting(abstract)；分类 cs.CV

Comments Accepted by ECCV 2024; Webpage: https://chenyangqiqi.github.io/tip

Generative AI in Vision: A Survey on Models, Metrics and Applications

Gaurav Raut, Apoorv Singh

专题命中 图像修复 ：text-to-image(abstract)；diffusion(abstract)；inpainting(abstract)；分类 cs.CV

DeepCFL: Deep Contextual Features Learning from a Single Image

Indra Deep Mastan, Shanmuganathan Raman

专题命中 图像修复 ：image editing(abstract)；inpainting(abstract)；image synthesis(abstract)；分类 cs.CV

Comments IEEE Winter Conference on Applications of Computer Vision (WACV 2021), Waikoloa, US, Jan. 5-9, 2021

NeRF-In: Free-Form NeRF Inpainting with RGB-D Priors

Hao-Kang Liu, I-Chao Shen, Bing-Yu Chen

专题命中 图像修复 ：inpainting(title)；分类 cs.CV、cs.GR

Comments Hao-Kang Liu and I-Chao Shen contributed equally to the paper. Project page: https://jdily.github.io/proj_site/nerfin_proj.html

Multi Task Denoiser Training for Solving Linear Inverse Problems

多任务去噪器训练用于解决线性反问题

Clément Bled, François Pitié

专题命中 图像修复 ：image generation(abstract)；diffusion(abstract)；inpainting(abstract)

AI总结 本文提出通过多任务训练提升去噪器，使其在解决线性反问题时更高效，实现PSNR提升并减少迭代次数。

Comments 9 pages, incl. 1 page references. Published at CVMP 2025

UniMIC: Token-Based Multimodal Interactive Coding for Human-AI Collaboration

Qi Mao, Tinghan Yang, Jiahao Li, Bin Li, Libiao Jin, Yan Lu

机构 * State Key Laboratory of Media Convergence and Communication（媒体融合与传播国家重点实验室） ； Communication University of China（中国传媒大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

专题命中 图像修复 ：image generation(abstract)；text-to-image(abstract)；inpainting(abstract)

Artifact Removal and Image Restoration in AFM:A Structured Mask-Guided Directional Inpainting Approach

原子力显微镜中的瑕疵去除与图像修复：一种结构掩膜引导的定向修复方法

Juntao Zhang, Angona Biswas, Jaydeep Rade, Charchit Shukla, Juan Ren, Anwesha Sarkar, Adarsh Krishnamurthy, Aditya Balu

机构 * Department of Mechanical Engineering（机械工程系） ； Department of Electrical and Computer Engineering（电气与计算机工程系） 纠错

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

AI总结 本文提出了一种基于结构掩膜引导的定向修复方法，用于原子力显微镜图像中瑕疵的自动检测与修复，通过语义分割和方向插值技术提升纳米级图像质量。

Overcoming False Illusions in Real-World Face Restoration with Multi-Modal Guided Diffusion Model

Keda Tao, Jinjin Gu, Yulun Zhang, Xiucheng Wang, Nan Cheng

机构 * Xidian University（西安电子科技大学） ； The University of Sydney（悉尼大学） ； Shanghai Jiao Tong University（上海交通大学） ； State Key Laboratory of Integrated Services Networks（集成服务网络国家重点实验室） 纠错

专题命中 图像修复 ：diffusion(title)；分类 cs.CV

Comments 23 Pages, 28 Figures, ICLR 2025

IMProv: Inpainting-based Multimodal Prompting for Computer Vision Tasks

Jiarui Xu, Yossi Gandelsman, Amir Bar, Jianwei Yang, Jianfeng Gao, Trevor Darrell, Xiaolong Wang

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments Project page: https://jerryxu.net/IMProv

Inpainting borehole images using Generative Adversarial Networks

Rachid Belmeskine, Abed Benaichouche

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments 4 pages, 3 figures

Fill in Fabrics: Body-Aware Self-Supervised Inpainting for Image-Based Virtual Try-On

H. Zunair, Y. Gobeil, S. Mercier, A. Ben Hamza

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Journal ref Proc. British Machine Vision Conference (BMVC), 2022

ToothInpaintor: Tooth Inpainting from Partial 3D Dental Model and 2D Panoramic Image

Yuezhi Yang, Zhiming Cui, Changjian Li, Wenping Wang

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

PolypConnect: Image inpainting for generating realistic gastrointestinal tract images with polyps

Jan Andre Fagereng, Vajira Thambawita, Andrea M. Storås, Sravanthi Parasa, Thomas de Lange, Pål Halvorsen, Michael A. Riegler

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments 6 pages

Fairness for Image Generation with Uncertain Sensitive Attributes

Ajil Jalal, Sushrut Karmalkar, Jessica Hoffmann, Alexandros G. Dimakis, Eric Price

专题命中 图像修复 ：image generation(title)；分类 cs.CV

CoInGP: Convolutional Inpainting with Genetic Programming

Domagoj Jakobovic, Luca Manzoni, Luca Mariot, Stjepan Picek, Mauro Castelli

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments 21 pages, 8 figures, updated pre-print accepted at GECCO 2021

METGAN: Generative Tumour Inpainting and Modality Synthesis in Light Sheet Microscopy

Izabela Horvath, Johannes C. Paetzold, Oliver Schoppe, Rami Al-Maskari, Ivan Ezhov, Suprosanna Shit, Hongwei Li, Ali Ertuerk, Bjoern H. Menze

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Inpainting via Generative Adversarial Networks for CMB data analysis

Alireza Vafaei Sadr, Farida Farsian

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments 19 pages, 21 figures. Prepared for submission to JCAP. All codes will be published after acceptance

Probabilistic Tracklet Scoring and Inpainting for Multiple Object Tracking

Fatemeh Saleh, Sadegh Aliakbarian, Hamid Rezatofighi, Mathieu Salzmann, Stephen Gould

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Self-supervised Segmentation via Background Inpainting

Isinsu Katircioglu, Helge Rhodin, Victor Constantin, Jörg Spörri, Mathieu Salzmann, Pascal Fua

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments arXiv admin note: text overlap with arXiv:1907.08051

Deep Encoder-Decoder Neural Network for Fingerprint Image Denoising and Inpainting

Weiya Fan

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Synthesis and Inpainting-Based MR-CT Registration for Image-Guided Thermal Ablation of Liver Tumors

Dongming Wei, Sahar Ahmad, Jiayu Huo, Wen Peng, Yunhao Ge, Zhong Xue, Pew-Thian Yap, Wentao Li, Dinggang Shen, Qian Wang

专题命中 图像修复 ：inpainting(title)；分类 cs.CV

Comments Accepted in MICCAI 2019