Conditional Image Generation

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15 papers in the last four weeks, up 200% on the four weeks before. 0.1% of all new papers.

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  1. Disentangling Dual Image References in Frequency Aware Diffusion Models for Personalized Generation

    Oct 6, 2026Haipeng Liu, Yang Wang, Meng WangSubject-Driven Image GenerationConditional Image Generation

    School of Computer Science and Information Engineering, Hefei University of Technology, China

  2. Global Transport Couplings for Classifier-Free Guided Flows

    Oct 6, 2026Katarina Petrović, Zander W. Blasingame, Danyal Rehman +5Classifier-Free GuidanceConditional Image Generation

    AITHYRA · University of Oxford · Mila - Québec AI Institute +7

  3. FACET: Factorized Asymmetric Conditioning for Efficient Transport in High-Fidelity Fluorescence Microscopy Synthesis

    Oct 4, 2026Sazan Mahbub, Caleb N. Ellington, Eric P. XingConditional Image GenerationDiffusion-Based Image Generation

    Carnegie Mellon University · GenBio AI · Mohamed bin Zayed University of AI

  4. Embedding Prediction Helps Image Generation

    Oct 1, 2026Sihan Xu, Ji Xie, Zilin Wang +2Diffusion TransformerConditional Image Generation

    University of Michigan · Carnegie Mellon University

  5. SAGE: Salient Factor Discovery and Generation with Visual Foundation Representations

    Sep 30, 2026Shuang Liang, Lejun Liao, Shiyuan Zhang +5Disentangled Representation LearningConditional Image Generation

    HKU · Boston College · University of Virginia +1

  6. LDM-is-AE: Latent Diffusion Model is an Auto-Encoder for End-to-End Image Generation

    Sep 29, 2026Zhengqiang Zhang, Lingchen Sun, Rongyuan Wu +4Diffusion TransformerLatent Diffusion Models

    The Hong Kong Polytechnic University · OPPO Research Institute

  7. CrossTimeEdit: A Decade-Spanning Cross-View Dataset and Reward-Guided Editing for Historical Street-View Generation

    Sep 29, 2026Hanwen Lu, Jun He, Mingjia Yang +4Conditional Image GenerationDiffusion-Based Image Editing

    Sun Yat-sen University

  8. Anguinus Sculpturae: Compositional Synthesis of Peak-Enhancement Breast DCE-MRI Scans

    Sep 27, 2026Benjamin Hamm, Nico Albert Disch, Maximilian Rokuss +3Image EnhancementConditional Image Generation

    German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Germany · Medical Faculty, Heidelberg University, Germany · Faculty of Mathematics and Computer Science, Heidelberg University, Germany +3

  9. CARE: Condition-Aware Representation Regularization for Diffusion Models

    Sep 23, 2026Fengjia Guo, Zhuoyi Yang, Jie TangConditional Image GenerationConditional Diffusion Models

    Department of Computer Science and Technology, Tsinghua University, Beijing, China.

  10. Classifier-Free Guidance in Flow Matching: Non-Autonomous Potentials, Overshoot, and Posterior-Mean Control

    Sep 21, 2026Jishen Peng, Zheng MaFlow MatchingClassifier-Free Guidance

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China · Institute of Natural Sciences, MOE-LSC, Shanghai Jiao Tong University, Shanghai, China · Qing Yuan Research Institute, Shanghai Jiao Tong University, Shanghai, China +1

  11. Beyond Emotion Prompts: Fine-Grained Text-to-Image Generation Driven by Valence-Arousal-Dominance

    Sep 21, 2026Minglang Li, Yueyue Fang, Xieping GaoConditional Image GenerationControllable Image Generation

    College of Information Science and Engineering Hunan Normal University, Changsha, China

  12. PACE: Precise AI Cinematic Expression: A Typed Specification for Script-Grounded Previsualization and Geometric Conformance

    Sep 17, 2026Bing Duan, Qiang Guo, Linpu Li +6Conditional Image Generation3D Scene Layout Generation

    Studio π

  13. I Am AdMan: A Pipeline for Automatic Generation of Personalized Advertising Imagery

    Sep 14, 2026Victor Kolominsky-Rabas, Leopold Müller, Claudius Budcke +1Conditional Image GenerationImage Generation

    University of Bayreuth, Universitätsstraße 30, 95447 Bayreuth, Germany · Fraunhofer FIT, Wittelsbacherring 10, 95444 Bayreuth, Germany

  14. Balancing Emotional Alignment and Semantic Consistency in Image Generation via Reinforcement Learning with Valence-Arousal Anchoring

    Sep 14, 2026Jisheng Dang, Zhenxuan Wang, Bin Li +3Conditional Image GenerationImage Generation

    School of Information Science & Engineering, Lanzhou University, Lanzhou 730000, China · School of Environmental and Spatial Informatics, China University of Mining and Technology, Xuzhou 221116, China · College of Computer Science and Software Engineering, Shenzhen University, Shenzhen 518060, China +2

  15. Multimodal Taxonomic Conditioning for Generative Plankton Imagery

    Sep 10, 2026Daniela Ivanova, Ozgu Goksu, Nicolas PugeaultContrastive LearningSynthetic Data Augmentation

    University of Glasgow, Glasgow, Scotland, UK · National Defence University, Istanbul, Türkiye

  16. Are Image Generators Zero-Shot Perceivers? A Rigorous Evaluation

    Sep 7, 2026Shangzhe Di, Zhaokai Wang, Weidi XieDistribution Shift RobustnessZero-Shot Learning

    Shanghai Jiao Tong University, China

  17. PCFlow: Physics-Conditioned Flow Matching for GPR B-Scan Image Synthesis

    Sep 7, 2026Zhijie Shen, Chenchen Fu, Xuanhao Chang +2Flow MatchingConditional Image Generation

    College of Computer Science and Technology, Jilin University, Changchun 130012, China · Symbol Computation and Knowledge Engineering of the Ministry of Education, Jilin University, Changchun 130012, China

  18. Text2Thermal: Physics-Aware Thermal Image Synthesis from Textual Priors

    Sep 3, 2026Tayeba Qazi, Brejesh Lall, Prerana MukherjeeThermal ImagingConditional Image Generation

    Bharti School of Telecommunications Technology and Management, Indian Institute of Technology Delhi, Delhi, India · School of Engineering, Jawaharlal Nehru University, Delhi, India

  19. Mudragen: Geometrically Supervised Generation of Interacting Two-Hand Mudras for Preserving Indian Classical Dance Heritage

    Sep 3, 2026Jagadish Kashinath Kamble, Jayanta Mukhopadhyay, Debaditya Roy +1Conditional Image GenerationHuman Motion Generation

    Indian Institute of Technology Kharagpur Kharagpur, West Bengal, INDIA · Ashoka University Sonipat, Haryana, INDIA

  20. GlyphAnchor: Enhancing Visual Text Rendering via Position-Anchored Glyph Priors

    Sep 2, 2026Qiang Xiang, Shuang Sun, Binglei Li +4T2I GenerationImage Editing

    Fudan University · Xiaohongshu Inc. · Shanghai Innovation Institute

  21. CoQui: A Coordinate-Conditioned Quantum Implicit Generative Adversarial Network for End-to-End Image Generation

    Aug 12, 2026Xue Yang, Rigui Zhou, ShiZheng Jia +7Implicit Neural RepresentationsQuantum Generative Modeling

    School of Information Engineering, Shanghai Maritime University, Shanghai 201306, China · Research Center of Intelligent Information Processing and Quantum Intelligent Computing, Shanghai 201306, China · Quantum Innovation Centre (Q.InC), Agency for Science, Technology and Research (A*STAR), 2 Fusionopolis Way, Innovis, #08-03, Singapore 138634, Republic of Singapore +5

  22. Towards Expressive and Faithful Audio-to-Image Generation: A Unified Multimodal Dataset and Synthesis Framework

    Aug 10, 2026Dongxu Ge, Shansong Liu, Cheng Gong +3Audio-Visual UnderstandingConditional Image Generation

    University of Science and Technology of China Hefei, China · Institute of Artificial Intelligence, China Telecom (TeleAI) Beijing, China · Northwest Polytechnical University Xi’an, China

  23. InstructionCrafter: Generating Consistent and High-Fidelity Visual Instructions

    Aug 9, 2026Shun Okamoto, Satoshi Iizuka, Kazuhiro FukuiVideo Diffusion ModelsConditional Image Generation

    University of Tsukuba

  24. InsertFuse: A Unified Framework for Multi-Category Reference-Guided Image Insertion

    Aug 6, 2026Guangzhao Li, Qingyan Wei, Huayu Zheng +7Conditional Image GenerationDiffusion-Based Image Generation

    1Shanghai Jiao Tong University · 2Shanghai Innovation Institute · 4Xi’an Jiaotong University +2

  25. Controllable Clothing: Precise Labels and Generation for Virtual Try-On with Latent Diffusion Models

    Aug 6, 2026Max Rehman LinderVirtual Try-OnConditional Image Generation

    PUBLICIS RESOURCES GENAI TEAM · ÉCOLE POLYTECHNIQUE

  26. Energy-Guided Flow Matching

    Aug 6, 2026Haoyang Tong, Yu He, Fang Li +6Flow MatchingConditional Image Generation

    MAIS & NLPR, CASIA · JD.com · Xi'an Jiaotong University +1

  27. DAC-Pose: Dual-Agent Collaborative Framework for Pose-Guided Human Generation

    Aug 5, 2026Haotian Yang, Zhile Yang, Huiyu Zhou +1Conditional Image GenerationAgentic Image Generation

    Faculty of Data Science, City University of Macau, Macao, China · Shenzhen University of Advanced Technology, Shenzhen, China · Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China +1

  28. InstancePin: Instance-Addressable Layout-to-Image Diffusion via Coordinate Pinning

    Aug 1, 2026Chaoyue Wu, Yunfei Zhang, Si WuConditional Image GenerationImage Generation

    School of Computer Science and Engineering, South China University of Technology, Guangzhou, Guangdong, P. R. China · School of Future Technology, South China University of Technology, Guangzhou, Guangdong, P. R. China

  29. Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-On

    Jul 23, 2026Yong Liu, Xiaolong Fu, Zihang Xu +10Virtual Try-OnConditional Image Generation

    Oxygen AIGC Group & Joy Future Academy, JD

  30. Appearance Pointers -- Multimodal Region Control of Diffusion Transformers

    Jul 21, 2026Rahul Sajnani, Yulia Gryaditskaya, Radomír Měch +2Diffusion TransformerConditional Image Generation

    1Brown University · 2Adobe Research