Compositional Image Generation

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  1. Images in Sentences: Scaling Interleaved Instructions for Unified Visual Generation

    May 12, 2026Yabo Zhang, Kunchang Li, Dewei Zhou +2Unified Multimodal ModelsCompositional Image Generation

    ByteDance Seed

  2. MULTI: Disentangling Camera Lens, Sensor, View, and Domain for Novel Image Generation

    May 12, 2026Sonali Godavarthy, Matthias Neuwirth-Trapp, Tim-Felix Faasch +3Disentangled Representation LearningCompositional Image Generation

    Bosch Research, Hildesheim, Germany · ETH Zürich, Zürich, Switzerland · University of Siegen, Siegen, Germany +1

  3. Test-Time Compositional Generalization in Diffusion Models via Concept Discovery

    May 8, 2026Zekun Wang, Anant Gupta, Tianyi Zhu +1Test-Time AdaptationCompositional Image Generation

    Georgia Institute of Technology · University of Virginia

  4. DCR: Counterfactual Attractor Guidance for Rare Compositional Generation

    May 7, 2026Taewon Kang, Matthias ZwickerDiffusion Model GuidanceCompositional Image Generation

    University of Maryland at College Park, United States

  5. Advancing Aesthetic Image Generation via Composition Transfer

    May 6, 2026Kai Zou, Zhiwei Zhao, Bin Liu +1Image GenerationCompositional Image Generation

    School of Cyber Science and Technology, University of Science and Technology of China, Anhui Province Key Laboratory of Digital Security, 96 Jinzhai Road, Hefei, 230026, Anhui, China. · School of Computer Science and Information Engineering, Hefei University of Technology, 193 Tunxi Road, Hefei, 230009, Anhui, China.

  6. When Do Diffusion Models learn to Generate Multiple Objects?

    Apr 30, 2026Yujin Jeong, Arnas Uselis, Iro Laina +2T2I GenerationCompositional Image Generation

    TU Darmstadt & hessian.AI · University of Tübingen · Visual Geometry Group, University of Oxford +1

  7. HarmoniDiff-RS: Training-Free Diffusion Harmonization for Satellite Image Composition

    Apr 21, 2026Xiaoqi Zhuang, Jefersson A. Dos Santos, Jungong HanCompositional Image GenerationRemote Sensing

    The University of Sheffield · Tsinghua University

  8. Self-Reasoning Agentic Framework for Narrative Product Grid-Collage Generation

    Apr 18, 2026Minyan Luo, Yuxin Zhang, Yifei Li +5Image GenerationCompositional Image Generation

    MAIS,Institute of Automation, Chinese Academy of Sciences · ByteDance · Tsinghua University +4

  9. Towards Design Compositing

    Apr 16, 2026Abhinav Mahajan, Abhikhya Tripathy, Sudeeksha Reddy Pala +3Image Style TransferCompositional Image Generation

    1Carnegie Mellon University · 2IIT Kharagpur · 3IIT Kanpur +1

  10. CompDiff enables fair and zero shot medical image generation across demographic intersections through compositional diffusion

    Mar 17, 2026Mahmoud K. Ibrahim, Bart Elen, Chang Sun +5HealthcareCompositional Image Generation

    Institute of Data Science, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands · Department of Advanced Computing Sciences, Faculty of Science and Engineering, Maastricht University, Maastricht, The Netherlands · VITO, Belgium

  11. REPA-G: Test-Time Conditioning with Representation-Aligned Visual Features

    Feb 3, 2026Nicolas Sereyjol-Garros, Ellington Kirby, Victor Letzelter +2Diffusion Model GuidanceConditional Image Generation

    Valeo.ai, Paris, France · LTCI, Télécom Paris, Institut Polytechnique de Paris, France

  12. CanvasComposer: Personalized Group Photo Generation via a Multi-Reference Canvas

    Oct 23, 2025Gordon Guocheng Qian, Ruihang Zhang, Tsai-Shien Chen +11Subject-Driven Image GenerationImage Generation

    Snap Inc., USA · University of Toronto, Canada · University of California, Merced, USA +1

  13. What Drives Compositional Generalization in Visual Generative Models? The Importance of Continuous Training Objectives

    Oct 3, 2025Karim Farid, Rajat Sahay, Yumna Ali Alnaggar +4Compositional Image GenerationGenerative Modeling

    University of Freiburg · Bosch Center for Artificial Intelligence · Inria, École Normale Supérieure, CNRS, PSL Research University

  14. CompArt: Operationalizing Aesthetic Alignment in Text-to-Image Generation via Principles of Art

    Mar 15, 2025Zhe Jin, Tat-Seng ChuaImage GenerationCompositional Image Generation

    National University of Singapore Singapore