图像生成

One Stone with Two Birds: A Null-Text-Null Frequency-Aware Diffusion Models for Text-Guided Image Inpainting

Haipeng Liu, Yang Wang, Meng Wang

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

Comments 27 pages, 11 figures, to appear at NeurIPS 2025

Visual Autoregressive Models Beat Diffusion Models on Inference Time Scaling

Erik Riise, Mehmet Onurcan Kaya, Dim P. Papadopoulos

机构 * Technical University of Denmark（丹麦技术大学） ； Pioneer Center for AI（先锋人工智能中心） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image generation(abstract)；text-to-image(abstract)；分类 cs.CV

T2SMark: Balancing Robustness and Diversity in Noise-as-Watermark for Diffusion Models

Jindong Yang, Han Fang, Weiming Zhang, Nenghai Yu, Kejiang Chen

机构 * University of Science and Technology of China（中国科学技术大学） ； Anhui Province Key Laboratory of Digital Security（安徽省数字安全重点实验室） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Accepted by NeurIPS 2025

GOOD: Training-Free Guided Diffusion Sampling for Out-of-Distribution Detection

Xin Gao, Jiyao Liu, Guanghao Li, Yueming Lyu, Jianxiong Gao, Weichen Yu, Ningsheng Xu, Liang Wang, Caifeng Shan, Ziwei Liu, Chenyang Si

机构 * Nanjing University（南京大学） ； Fudan University（复旦大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Chinese Academy of Sciences（中国科学院） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments 28 pages, 16 figures, conference

Adaptive Inference-Time Scaling via Cyclic Diffusion Search

Gyubin Lee, Truong Nhat Nguyen Bao, Jaesik Yoon, Dongwoo Lee, Minsu Kim, Yoshua Bengio, Sungjin Ahn

机构 * KAIST（韩国科学技术院） ； Mila – Quebec AI Institute（魁北克AI研究所） ； Université de Montréal（蒙特利尔大学） ； SAP（SAP公司） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)；image synthesis(abstract)

Diffusion Beats Autoregressive in Data-Constrained Settings

Mihir Prabhudesai, Mengning Wu, Amir Zadeh, Katerina Fragkiadaki, Deepak Pathak

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Lambda 纠错

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

Comments Project Webpage: https://diffusion-scaling.github.io

An Efficient Remote Sensing Super Resolution Method Exploring Diffusion Priors and Multi-Modal Constraints for Crop Type Mapping

Songxi Yang, Tang Sui, Qunying Huang

机构 * Department of Geography（地理系） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

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

Comments 41 pages

Topology Sculptor, Shape Refiner: Discrete Diffusion Model for High-Fidelity 3D Meshes Generation

Kaiyu Song, Hanjiang Lai, Yaqing Zhang, Chuangjian Cai, Yan Pan Kun Yue, Jian Yin

机构 * Sun Yat-sen University（中山大学） ； Tencent VisVise（腾讯VisVise） ； Yunnan University（云南大学） 纠错

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

Projection Embedded Diffusion Bridge for CT Reconstruction from Incomplete Data

Yuang Wang, Pengfei Jin, Siyeop Yoon, Matthew Tivnan, Shaoyang Zhang, Li Zhang, Quanzheng Li, Zhiqiang Chen, Dufan Wu

机构 * The Department of Engineering Physics, Tsinghua University（清华大学工程物理系） ； Center for Advanced Medical Computing and Analysis, Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院高级医学计算与分析中心） ； Department of Radiology, The Ohio State University（俄亥俄州立大学放射科） 纠错

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

Comments 53 pages, 7 figures, submitted to Medical Image Analysis

DiffusionLane: Diffusion Model for Lane Detection

Kunyang Zhou, Yeqin Shao

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

Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation

Jeongin Kim, Wonho Bae, YouLee Han, Giyeong Oh, Youngjae Yu, Danica J. Sutherland, Junhyug Noh

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

Comments Accepted to NeurIPS 2025

Towards General Modality Translation with Contrastive and Predictive Latent Diffusion Bridge

Nimrod Berman, Omkar Joglekar, Eitan Kosman, Dotan Di Castro, Omri Azencot

机构 * Bosch AI Center（博世人工智能中心） ； Ben-Gurion University of the Negev（巴伊兰大学） ； Technical University of Munich（慕尼黑技术大学） 纠错

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

Comments Accepted as a poster at NeurIPS 2025

Continuous and complete liver vessel segmentation with graph-attention guided diffusion

Xiaotong Zhang, Alexander Broersen, Gonnie CM van Erp, Silvia L. Pintea, Jouke Dijkstra

机构 * Radiology department, Leiden University Medical Center（莱顿大学医学中心放射科） 纠错

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

Comments Accepted by Knowledge-Based Systems

Expert Validation of Synthetic Cervical Spine Radiographs Generated with a Denoising Diffusion Probabilistic Model

Austin A. Barr, Brij S. Karmur, Anthony J. Winder, Eddie Guo, John T. Lysack, James N. Scott, William F. Morrish, Muneer Eesa, Morgan Willson, David W. Cadotte, Michael M. H. Yang, Ian Y. M. Chan, Sanju Lama, Garnette R. Sutherland

机构 * Cumming School of Medicine, University of Calgary（卡里尔大学医学学院） ； Division of Neurosurgery, Department of Clinical Neurosciences, University of Calgary（卡里尔大学临床神经科学系神经外科部） ； Department of Radiology, University of Calgary（卡里尔大学放射科） ； Division of Neurosurgery, Department of Surgery, University of Toronto（多伦多大学外科系神经外科部） ； Department of Medical Imaging, University of Toronto（多伦多大学医学影像科） ； Project neuroArm, Department of Clinical Sciences, University of Calgary（卡里尔大学临床科学部neuroArm项目） 纠错

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

Comments 10 pages, 4 figures, 1 table

It Takes Two to Tango: Two Parallel Samplers Improve Quality in Diffusion Models for Limited Steps

Pedro Cisneros-Velarde

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

Exploring the design space of diffusion and flow models for data fusion

Niraj Chaudhari, Manmeet Singh, Naveen Sudharsan, Amit Kumar Srivastava, Harsh Kamath, Dushyant Mahajan, Ayan Paul

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

DmC: Nearest Neighbor Guidance Diffusion Model for Offline Cross-domain Reinforcement Learning

Linh Le Pham Van, Minh Hoang Nguyen, Duc Kieu, Hung Le, Hung The Tran, Sunil Gupta

机构 * Applied Artificial Intelligence Initiative, Deakin University（应用人工智能倡议，德肯大学） ； AI Center, VNPT Media, Vietnam（人工智能中心，越南VNPT媒体） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments accepted at ECAI 2025; offline cross-domain reinforcement learning with a guided diffusion model;

Variational Masked Diffusion Models

Yichi Zhang, Alex Schwing, Zhizhen Zhao

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

专题命中 扩散模型 ：diffusion(title,abstract)

Comments Project Page: https://riccizz.github.io/VMD

Deep Active Inference with Diffusion Policy and Multiple Timescale World Model for Real-World Exploration and Navigation

Riko Yokozawa, Kentaro Fujii, Yuta Nomura, Shingo Murata

机构 * School of Integrated Design Engineering, Keio University（整合设计工程学院，庆应大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments Preprint version

LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation

Subhojyoti Khastagir, Kishalay Das, Pawan Goyal, Seung-Cheol Lee, Satadeep Bhattacharjee, Niloy Ganguly

机构 * Indian Institute of Technology, Kharagpur, India（印度理工学院，克哈格普尔分校） ； Indo Korea Science and Technology Center, Bangalore, India（印韩科学技术中心，班加罗尔） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments NeurIPS 2025

ManiDP: Manipulability-Aware Diffusion Policy for Posture-Dependent Bimanual Manipulation

Zhuo Li, Junjia Liu, Dianxi Li, Tao Teng, Miao Li, Sylvain Calinon, Darwin Caldwell, Fei Chen

机构 * Department of Mechanical and Automation Engineering, T-Stone Robotics Institute, The Chinese University of Hong Kong（机械与自动化工程系、T-Stone机器人研究所、香港中文大学） ； Hong Kong Center for Logistics Robotics（香港物流机器人中心） ； Department of Technological Sciences, Wuhan University（技术科学系、武汉大学） ； Idiap Research Institute（Idiap研究所） ； Department of Advanced Robotics, Istituto Italiano di Tecnologia（先进机器人系、意大利Istituto Italiano di Tecnologia） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 7 pages, 6 figures, Accepted and published in IROS 2025

Diffuse to Detect: A Generalizable Framework for Anomaly Detection with Diffusion Models Applications to UAVs and Beyond

Mingze Gong, Juan Du, Jianbang You

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Encoder-Decoder Diffusion Language Models for Efficient Training and Inference

Marianne Arriola, Yair Schiff, Hao Phung, Aaron Gokaslan, Volodymyr Kuleshov

机构 * Department of Computer Science, Cornell University（计算机科学系，康奈尔大学） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

Comments NeurIPS 2025. We provide the code at https://github.com/kuleshov-group/e2d2

Distributionally Robust Optimization via Diffusion Ambiguity Modeling

Jiaqi Wen, Jianyi Yang

机构 * University of Houston（德克萨斯大学休斯顿分校） 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

DDTR: Diffusion Denoising Trace Recovery

Maximilian Matyash, Avigdor Gal, Arik Senderovich

机构 * Data \& Decision Sciences Technion-Israel Institute of Technology Haifa 3200003, Israel orcidID: 0009-0008-8304-1188 ； Data \& Decision Sciences Technion-Israel Institute of Technology Haifa 3200003, Israel orcidID: 0000-0002-7028-661X ； School of Information Technology 纠错

专题命中 扩散模型 ：diffusion(title,abstract)

An End-to-End Generative Diffusion Model for Heavy-Ion Collisions

Jing-An Sun, Li Yan, Charles Gale, Sangyong Jeon

专题命中 扩散模型 ：diffusion(title,abstract)

Comments Contribution to: Quark Matter 2025

Traveling waves in nonclassical diffusion equations

William Barker, Le Xuan Dong, Vu Trong Luong, Nguyen Duong Toan

专题命中 扩散模型 ：diffusion(title,abstract)

Robust MIMO Channel Estimation Using Energy-Based Generative Diffusion Models

Ziqi Diao, Xingyu Zhou, Le Liang, Shi Jin

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 5 pages, 4 figures, 1 table. This work has been submitted to the IEEE for possible publication

Long-Time Asymptotics for Subordinated Fractional Diffusion Equations

Mohamed Majdoub, Ezzedine Mliki

专题命中 扩散模型 ：diffusion(title,abstract)

Comments We have revised the title and improved the presentation

Stochastic Boundaries in Spatial General Equilibrium: A Diffusion-Based Approach to Causal Inference with Spillover Effects

Tatsuru Kikuchi

专题命中 扩散模型 ：diffusion(title,abstract)

Comments 62 pages