图像生成 - arXivDaily 专题

2510.09934 2025-10-14 cs.CV cs.AI 79%

Denoising Diffusion as a New Framework for Underwater Images

Nilesh Jain, Elie Alhajjar

机构 * University of Witwatersrand（沃斯兰大学）； RAND Corporation（RAND公司）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.09681 2025-10-14 cs.CV 79%

NNDM: NN_UNet Diffusion Model for Brain Tumor Segmentation

Sashank Makanaboyina

机构 * DePaul University（德保罗大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2501.04765 2025-10-14 cs.CV cs.AI 79%

TREAD: Token Routing for Efficient Architecture-agnostic Diffusion Training

Felix Krause, Timy Phan, Ming Gui, Stefan Andreas Baumann, Vincent Tao Hu, Björn Ommer

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2404.05607 2025-10-14 cs.CV 79%

MarkPlugger: Generalizable Watermark Framework for Latent Diffusion Models without Retraining

Guokai Zhang, Lanjun Wang, Yuting Su, An-An Liu

机构 * Tianjin University（天津大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments IEEE Transactions on Multimedia 2025

2505.11128 2025-10-13 cs.LG cs.CV 79%

What's Inside Your Diffusion Model? A Score-Based Riemannian Metric to Explore the Data Manifold

Simone Azeglio, Arianna Di Bernardo

机构 * Institut de la Vision & Laboratoire des Systèmes Perceptifs（视觉研究所及感知系统实验室）； Sorbonne Université & École Normale Supérieure（索邦大学及巴黎高等师范学院）； Group for Neural Theory（神经理论小组）； École Normale Supérieure（巴黎高等师范学院）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2504.03948 2025-10-13 cs.CV 79%

ProbRes: Probabilistic Jump Diffusion for Open-World Egocentric Activity Recognition

Sanjoy Kundu, Shanmukha Vellamcheti, Sathyanarayanan N. Aakur

机构 * CSSE Department, Auburn University（计算机科学与工程系，阿伯丁大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments Accepted to ICCV 2025. 17 pages, 6 figures, 3 tables

2510.09056 2025-10-13 cs.CV 79%

Lesion-Aware Post-Training of Latent Diffusion Models for Synthesizing Diffusion MRI from CT Perfusion

Junhyeok Lee, Hyunwoong Kim, Hyungjin Chung, Heeseong Eom, Joon Jang, Chul-Ho Sohn, Kyu Sung Choi

机构 * College of Medicine, Seoul National University, Seoul, Republic of Korea（首尔国立大学医学院）； Department of Radiology, Seoul National University Hospital（首尔国立大学医院放射科）； Department of Biomedical Sciences, Seoul National University（首尔国立大学生物医学科学系）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments MICCAI 2025, Lecture Notes in Computer Science Vol. 15961

Journal ref Med Image Comput Comput Assist Interv. LNCS 15961, 282-291, Springer, 2026

2510.08669 2025-10-13 cs.LG cs.AI cs.CV 79%

FreqCa: Accelerating Diffusion Models via Frequency-Aware Caching

Jiacheng Liu, Peiliang Cai, Qinming Zhou, Yuqi Lin, Deyang Kong, Benhao Huang, Yupei Pan, Haowen Xu, Chang Zou, Junshu Tang, Shikang Zheng, Linfeng Zhang

机构 * EPIC Lab,STJU（EPIC实验室，STJU）； Tencent Hunyuan（腾讯文言）； SDU ； THU（清华大学）； JLU（吉林大学）； CMU（卡内基梅隆大学）； UESTC ； SCUT（华南理工大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments 15 pages, 11 figures

2509.21787 2025-10-13 cs.CV cs.CL 79%

DeHate: A Stable Diffusion-based Multimodal Approach to Mitigate Hate Speech in Images

Dwip Dalal, Gautam Vashishtha, Anku Rani, Aishwarya Reganti, Parth Patwa, Mohd Sarique, Chandan Gupta, Keshav Nath, Viswanatha Reddy, Vinija Jain, Aman Chadha, Amitava Das, Amit Sheth, Asif Ekbal

机构 * MIT Media Lab, USA（麻省理工学院媒体实验室）； Stanford University, USA（斯坦福大学）； Amazon GenAI, USA（亚马逊生成人工智能）； University of South Carolina, USA（南卡罗来纳大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments Defactify 3 workshop at AAAI 2024

2506.03517 2025-10-13 cs.CV 79%

DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models

Ziyi Wu, Anil Kag, Ivan Skorokhodov, Willi Menapace, Ashkan Mirzaei, Igor Gilitschenski, Sergey Tulyakov, Aliaksandr Siarohin

机构 * Snap Research ； University of Toronto（多伦多大学）； Vector Institute（向量研究所）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments NeurIPS 2025 Spotlight. Project page: https://snap-research.github.io/DenseDPO/

2510.08425 2025-10-10 cs.LG cs.CV 79%

Reinforcing Diffusion Models by Direct Group Preference Optimization

Yihong Luo, Tianyang Hu, Jing Tang

机构 * HKUST（香港科技大学）； CUHK (SZ)（香港大学（深圳））； HKUST (GZ)（香港科技大学（广州））

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.08363 2025-10-10 cs.CV 79%

Hyperspectral data augmentation with transformer-based diffusion models

Mattia Ferrari, Lorenzo Bruzzone

机构 * University of Trento（特伦托大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments 10 pages, 2 figures, accepted at SPIE REMOTE SENSING conference 16-20 September 2024 Edinburgh, United Kingdom

Journal ref Proceedings Volume 13196, Artificial Intelligence and Image and Signal Processing for Remote Sensing XXX (2024)

2509.16767 2025-10-10 cs.CV 79%

DiffEye: Diffusion-Based Continuous Eye-Tracking Data Generation Conditioned on Natural Images

Ozgur Kara, Harris Nisar, James M. Rehg

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2025

2505.21975 2025-10-10 cs.CV 79%

DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Model

Weiguang Zhang, Huangcheng Lu, Maizhen Ning, Xiaowei Huang, Wei Wang, Kaizhu Huang, Qiufeng Wang

机构 * Xi'an Jiaotong-Liverpool University（西安交通大学利物浦大学）； University of Liverpool（利物浦大学）； Duke Kunshan University（duke 昆山大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2503.15742 2025-10-10 cs.CV 79%

Uncertainty-Aware Diffusion Guided Refinement of 3D Scenes

Sarosij Bose, Arindam Dutta, Sayak Nag, Junge Zhang, Jiachen Li, Konstantinos Karydis, Amit K. Roy Chowdhury

机构 * University of California, Riverside, USA（加州大学河滨分校）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments ICCV 2025

2510.07206 2025-10-09 cs.CV 79%

EigenScore: OOD Detection using Covariance in Diffusion Models

Shirin Shoushtari, Yi Wang, Xiao Shi, M. Salman Asif, Ulugbek S. Kamilov

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校）； University of California, Riverside（加州大学河滨分校）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.07190 2025-10-09 cs.CV 79%

MV-Performer: Taming Video Diffusion Model for Faithful and Synchronized Multi-view Performer Synthesis

Yihao Zhi, Chenghong Li, Hongjie Liao, Xihe Yang, Zhengwentai Sun, Jiahao Chang, Xiaodong Cun, Wensen Feng, Xiaoguang Han

机构 * Great Bay University（大亚湾大学）； School of Artificial Intelligence, Shenzhen University（深圳大学人工智能学院）； Guangdong Provincial Key Laboratory of Future Networks of Intelligence（广东省未来网络智能化重点实验室）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments Accepted by SIGGRAPH Asia 2025 conference track

2510.06988 2025-10-09 cs.CV 79%

No MoCap Needed: Post-Training Motion Diffusion Models with Reinforcement Learning using Only Textual Prompts

Girolamo Macaluso, Lorenzo Mandelli, Mirko Bicchierai, Stefano Berretti, Andrew D. Bagdanov

机构 * University of Florence（佛罗伦萨大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2408.12009 2025-10-09 cs.CV 79%

CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion

Yolo Yunlong Tang, Gen Zhan, Li Yang, Yiting Liao, Chenliang Xu

机构 * ByteDance（字节跳动）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments Accepted to AAAI 2025

2510.06516 2025-10-09 cs.CV 79%

Limited-Angle Tomography Reconstruction via Projector Guided 3D Diffusion

Zhantao Deng, Mériem Er-Rafik, Anna Sushko, Cécile Hébert, Pascal Fua

机构 * School of Computer and Communication Sciences, École Polytechnique Fédérale de Lausanne（计算机与通信科学学院，瑞士联邦理工学院）； School of Basic Sciences, École Polytechnique Fédérale de Lausanne（基础科学学院，瑞士联邦理工学院）； The School of Life Sciences, École Polytechnique Fédérale de Lausanne（生命科学学院，瑞士联邦理工学院）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments 10 pages, 11 figures

2510.06460 2025-10-09 cs.CV 79%

TDiff: Thermal Plug-And-Play Prior with Patch-Based Diffusion

Piyush Dashpute, Niki Nezakati, Wolfgang Heidrich, Vishwanath Saragadam

机构 * University of California, Riverside（加州大学河滨分校）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.06335 2025-10-09 eess.IV cs.CV cs.LG 79%

Conditional Denoising Diffusion Model-Based Robust MR Image Reconstruction from Highly Undersampled Data

Mohammed Alsubaie, Wenxi Liu, Linxia Gu, Ovidiu C. Andronesi, Sirani M. Perera, Xianqi Li

机构 * Department of Mathematics and Systems Engineering（数学与系统工程系）； Department of Biomedical Engineering & Science（生物医学工程与科学系）； Florida Institute of Technology（佛罗里达理工学院）； A. A. Martinos Center for Biomedical Imaging（A.A. Martinos生物医学成像中心）； Massachusetts General Hospital/Harvard Medical School（麻省总医院/哈佛医学院）； Department of Radiology（放射科）； Embry-Riddle Aeronautical University（艾姆伯-里尔航空大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.06283 2025-10-09 eess.IV cs.AI cs.CV 79%

SER-Diff: Synthetic Error Replay Diffusion for Incremental Brain Tumor Segmentation

Sashank Makanaboyina

机构 * DePaul University（德保罗大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2505.07344 2025-10-09 cs.CV cs.AI 79%

Generative Pre-trained Autoregressive Diffusion Transformer

Yuan Zhang, Jiacheng Jiang, Guoqing Ma, Zhiying Lu, Haoyang Huang, Jianlong Yuan, Nan Duan, Daxin Jiang

机构 * University of Science and Technology of China（中国科学技术大学）； StepFun, China（StepFun）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2403.03881 2025-10-09 cs.CV cs.AI cs.LG 79%

Unlocking Dataset Distillation with Diffusion Models

Brian B. Moser, Federico Raue, Sebastian Palacio, Stanislav Frolov, Andreas Dengel

机构 * University of Kaiserslautern-Landau（凯撒斯劳滕-兰道大学）； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心）； ABB AG（ABB公司）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.06131 2025-10-08 cs.CV cs.AI 79%

Discrete Diffusion Models with MLLMs for Unified Medical Multimodal Generation

Jiawei Mao, Yuhan Wang, Lifeng Chen, Can Zhao, Yucheng Tang, Dong Yang, Liangqiong Qu, Daguang Xu, Yuyin Zhou

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments 16 pages,6 figures

2510.05976 2025-10-08 cs.CV cs.AI cs.LG 79%

Diffusion Models for Low-Light Image Enhancement: A Multi-Perspective Taxonomy and Performance Analysis

Eashan Adhikarla, Yixin Liu, Brian D. Davison

机构 * Lehigh University（莱维大学）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2503.20722 2025-10-08 cs.CV cs.LG 79%

A weakly-supervised deep learning model for fast localisation and delineation of the skeleton, internal organs, and spinal canal on Whole-Body Diffusion-Weighted MRI (WB-DWI)

A. Candito, A. Dragan, R. Holbrey, A. Ribeiro, R. Donners, C. Messiou, N. Tunariu, D. -M. Koh, M. D. Blackledge

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2510.05715 2025-10-08 cs.CV 79%

AgeBooth: Controllable Facial Aging and Rejuvenation via Diffusion Models

Shihao Zhu, Bohan Cao, Ziheng Ouyang, Zhen Li, Peng-Tao Jiang, Qibin Hou

机构 * VCIP, School of Computer Science, Nankai University（VCIP，计算机学院，南开大学）； The Chinese University of Hong Kong（香港中文大学）； vivo Mobile Communication Co., Ltd（vivo移动通信有限公司）

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

2505.21653 2025-10-08 cs.CV 79%

Think Before You Diffuse: Infusing Physical Rules into Video Diffusion

Ke Zhang, Cihan Xiao, Jiacong Xu, Yiqun Mei, Vishal M. Patel

专题命中扩散模型：diffusion(title,abstract)；分类 cs.CV

Comments 19 pages, 8 figures

1. 扩散模型 70277 篇

Denoising Diffusion as a New Framework for Underwater Images

NNDM: NN_UNet Diffusion Model for Brain Tumor Segmentation

TREAD: Token Routing for Efficient Architecture-agnostic Diffusion Training

MarkPlugger: Generalizable Watermark Framework for Latent Diffusion Models without Retraining

What's Inside Your Diffusion Model? A Score-Based Riemannian Metric to Explore the Data Manifold

ProbRes: Probabilistic Jump Diffusion for Open-World Egocentric Activity Recognition

Lesion-Aware Post-Training of Latent Diffusion Models for Synthesizing Diffusion MRI from CT Perfusion

FreqCa: Accelerating Diffusion Models via Frequency-Aware Caching

DeHate: A Stable Diffusion-based Multimodal Approach to Mitigate Hate Speech in Images

DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models

Reinforcing Diffusion Models by Direct Group Preference Optimization

Hyperspectral data augmentation with transformer-based diffusion models

DiffEye: Diffusion-Based Continuous Eye-Tracking Data Generation Conditioned on Natural Images

DvD: Unleashing a Generative Paradigm for Document Dewarping via Coordinates-based Diffusion Model

Uncertainty-Aware Diffusion Guided Refinement of 3D Scenes

EigenScore: OOD Detection using Covariance in Diffusion Models

MV-Performer: Taming Video Diffusion Model for Faithful and Synchronized Multi-view Performer Synthesis

No MoCap Needed: Post-Training Motion Diffusion Models with Reinforcement Learning using Only Textual Prompts

CaRDiff: Video Salient Object Ranking Chain of Thought Reasoning for Saliency Prediction with Diffusion

Limited-Angle Tomography Reconstruction via Projector Guided 3D Diffusion

TDiff: Thermal Plug-And-Play Prior with Patch-Based Diffusion

Conditional Denoising Diffusion Model-Based Robust MR Image Reconstruction from Highly Undersampled Data

SER-Diff: Synthetic Error Replay Diffusion for Incremental Brain Tumor Segmentation

Generative Pre-trained Autoregressive Diffusion Transformer

Unlocking Dataset Distillation with Diffusion Models

Discrete Diffusion Models with MLLMs for Unified Medical Multimodal Generation

Diffusion Models for Low-Light Image Enhancement: A Multi-Perspective Taxonomy and Performance Analysis

A weakly-supervised deep learning model for fast localisation and delineation of the skeleton, internal organs, and spinal canal on Whole-Body Diffusion-Weighted MRI (WB-DWI)

AgeBooth: Controllable Facial Aging and Rejuvenation via Diffusion Models

Think Before You Diffuse: Infusing Physical Rules into Video Diffusion