Compositional Image Generation

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  1. Depth-to-RGB: Repurposing a Frozen Depth Estimator for Geometry-Guided Compositing

    Oct 6, 2026Sanghyun Jo, Chae Yeon Lim, Donghwan Lee +3Image EditingCompositional Image Generation

    OGQ · Seoul National University · Adobe Research

  2. OverLay++: Dense-Overlap Layout-to-Image Generation Dataset

    Oct 6, 2026Shivansh Aggarwal, Shresth Grover, Divyansh Srivastava +7Image GenerationControllable Image Generation

    UC San Diego · Lambda, Inc.

  3. RefRoute: Decoupling Conditioning Cost from References via Compact Residual Conditioning and Spatial Routing

    Oct 6, 2026Wanning He, Yuyao Zhang, Yu-Wing TaiDiffusion TransformerImage Generation

    Dartmouth College

  4. Form and Void: Entangled Composition through an Autonomous AI Agent

    Oct 1, 2026Shiwen Wang, Jian Yang, Xu Wang +2Image GenerationCompositional Image Generation

    School of AI, University of Chinese Academy of Sciences · Renmin University of China · Shanghai Theatre Academy +1

  5. VIF-Bench: Evaluating Visual Instruction Following in Multi-Reference Image Generation

    Sep 29, 2026Yuta Oshima, Masakazu Yoshimura, Masahiro Suzuki +2Image GenerationCompositional Image Generation

    The University of Tokyo

  6. OOD Generalization as a Bifurcation Problem

    Sep 27, 2026Nguyen-Thanh-Luong Doan, Quang-Vu Nguyen, Tang-Phu-Quy Le +1Diffusion Model GuidanceOOD Generalization

    The University of Danang - Vietnam-Korea University of Information and Communication Technology

  7. Less Is More: Balancing Positive and Negative Space in Visual Concept Blending

    Aug 31, 2026Shishi Xiao, Adam J. Coscia, David H. LaidlawCompositional Image Generation

    Brown University · Providence, Rhode Island, USA · Georgia Institute of Technology +1

  8. AnaDiffusion: Anatomically CompositionalLatent Diffusion for Controllable 3D Brain MRI Generation

    Aug 24, 2026Huiwen Han, Lulin Liu, Bangya Liu +8Compositional Image GenerationMedical Image Synthesis

    Stanford University · Texas A&M University · University of Minnesota +4

  9. WithEveryone: Unified Planning and Identity Grounding for Group Image Generation

    Aug 20, 2026Hengyuan Xu, Qixun Wang, Yiji Cheng +5Subject-Driven Image GenerationImage Generation

    1Fudan University · 2Hunyuan, Tencent · 3The University of Hong Kong

  10. UniWorld-Design: From Pixel Generation to Layer-Native Design

    Aug 4, 2026Zongjian Li, Zhiyuan Yan, Chenxu Bai +9Image GenerationCompositional Image Generation

    UniWorld Team1,2∗

  11. StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modeling

    Jul 17, 2026Jianing Peng, Mengyu Wang, Henghui Ding +6Image GenerationCompositional Image Generation

    Institute of Information Science, Beijing Jiaotong University, Beijing, China · Visual Intelligence + X International Joint Laboratory of the Ministry of Education, Beijing, China · MT Lab, Meitu Inc, Beijing, China +2

  12. TAMF-VTON: Texture-Aware Mask-Free Virtual Try-On via High-Fidelity Image Synthesis

    Jul 16, 2026Jie Wang, Qian He, Gaofeng He +2Virtual Try-OnCompositional Image Generation

    State Key Lab of CAD & CG, Zhejiang University and Style3D Research, China · Style3D Research, China · State Key Lab of CAD & CG, Zhejiang University, China

  13. LILAC: Layer-Wise Independent LoRAs and Cascaded Conditioning for Multi-Concept Customization of Diffusion Models

    Jul 6, 2026Marian Lupascu, Sebastian Ripa, Mihai Trascau +2Subject-Driven Image GenerationCompositional Image Generation

    Adobe Research, Romania · International Computer High School of Bucharest, Romania

  14. Learning to Generate Multiple Objects from Dense and Occluded Layouts

    Jul 3, 2026Bach-Hoang Ngo, Si-Tri Ngo, Hieu Le +1Image GenerationCompositional Image Generation

    University of Science, Ho Chi Minh City, Vietnam · 2Vietnam National University, Ho Chi Minh City, Vietnam · 3UNC Charlotte, North Carolina, United States

  15. PhotoQuilt: Training-Free Arbitrary-Resolution Photomosaics via Bootstrapped Tiled Denoising

    Jun 29, 2026Koorosh Roohi, Javad Rajabi, Andrew Fleet +1Image GenerationCompositional Image Generation

    University of Toronto · Vector Institute · KITE Research Institute +2

  16. COMPASS: Grounding Composition-Intent Guidance in Unified Multimodal Models

    Jun 27, 2026Ziqi Zhou, Weize Quan, Mining Tan +6Multimodal GroundingUnified Multimodal Models

    University of Edinburgh, United Kingdom · State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS), Institute of Automation, Chinese Academy of Sciences, China · University of Chinese Academy of Sciences, China +1

  17. UNITY: Attention Flow Networks for Adaptive Conditioning in Diffusion

    Jun 18, 2026Aryan Das, Koushik Biswas, Moloud Abdar +1Compositional Image GenerationConditional Diffusion Models

    VIT Bhopal, India · IIIT Delhi, India · The University of Queensland, Australia +1

  18. CogCanvas: A Benchmark for Evaluating Multi-Subject Reference-Based Image Generation

    Jun 14, 2026Long-Bao Nguyen, Quang-Khai Le, Tam V. Nguyen +2Compositional Image GenerationIdentity-Preserving Image Generation

    University of Science, Ho Chi Minh City, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam · University of Dayton, Ohio, United States

  19. The 1st PortraitCraft Challenge: A CVPR 2026 Workshop Competition on Portrait Composition Understanding and Generation

    Jun 9, 2026Zijie Lou, Youyun Tang, Xiaochao Qu +40Compositional Image GenerationImage Generation Evaluation

  20. Divide-and-Denoise: A Game-Theoretic Method for Fairly Composing Diffusion Models

    Jun 8, 2026Abhi Gupta, Polina Barabanshchikova, Vikas Garg +2Conditional Image GenerationDiffusion Sampling

    MIT ORC, USA · MIT CSAIL, USA · ELLIS Institute Finland +3

  21. ShotCrop3^3: Cropping Human-Centric Images into Cinematic Triple-Shot Compositions

    Jun 4, 2026Dehong Kong, Lina Lei, Lingtao Zheng +10Compositional Image GenerationImage Editing

    1Huawei Noah’s Ark Lab · 2Sun Yat-sen University

  22. MetaPoint: Unlocking Precise Spatial Control in Agentic Visual Generation

    Jun 3, 2026Dewei Zhou, Xinyu Huang, Xun Wang +6Compositional Image GenerationAgentic Image Generation

    Zhejiang University · ByteDance Seed · Harvard University

  23. Anchor-Conditioned Compositional Control for Landscape Image Generation

    Jun 1, 2026Gadha Lekshmi P, Govind Arun, Rohith Syam +1Image GenerationCompositional Image Generation

    Rutgers University–New Brunswick, USA · University of Maryland–College Park, USA · University of Technology Sydney, Australia

  24. Chameleon: Style-Content Disentangled Framework for Cross-Domain Object Compositing

    May 31, 2026Sukhun Ko, Jeahun Sung, Soo Ye Kim +1Diffusion TransformerCompositional Image Generation

    CMLab, Chung-Ang University · Adobe Research

  25. Coarse-to-Fine Compositional Diffusion for Long-Horizon Planning

    May 30, 2026Byoungwoo Park, Utkarsh A. Mishra, Jaemoo Choi +2Diffusion-Based PlanningLong-Horizon Video Generation

    KAIST

  26. Envisioning Beyond the Few: Disentangled Semantics and Primitives for Few-Shot Atypical Layout-to-Image Generation

    May 29, 2026Nan Bao, Yifan Zhao, Wenzhuang Wang +1Disentangled Representation LearningImage Generation

    State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering and Qingdao Research Institute, Beihang University, China.

  27. BFS: Back-to-Front Layered Image Synthesis via Knowledge Transfer

    May 24, 2026Kyoungkook Kang, Gyujin Sim, Sunghyun ChoConditional Image GenerationImage Generation

    SAMSUNG, Republic of Korea · POSTECH, Republic of Korea

  28. Composing People Together: Iterative Pose-Image Generation for Multi-Person Interaction Scenes

    May 22, 2026Wenxuan Peng, Bharath Hariharan, Hadar Averbuch-ElorImage GenerationCompositional Image Generation

    Cornell University, Ithaca, USA · Cornell University, New York, New York, USA

  29. OcclusionFormer: Arranging Z-Order for Layout-Grounded Image Generation

    May 20, 2026Ziye Li, Henghui DingDiffusion TransformerOcclusion Reasoning

    Institute of Big Data, College of Computer Science and Artificial Intelligence, Fudan University, China.

  30. TILT: Model-Intrinsic Reward Alignment For Compositional Diffusion

    May 16, 2026Debottam Dutta, Jianchong Chen, Jaehoon Hahm +1Diffusion Model AlignmentDiffusion Model Guidance

    Electrical and Computer Engineering, University of Illinois Urbana-Champaign, Urbana, IL, USA · Zhejiang University, China · Physics, University of Illinois Urbana-Champaign, Urbana, IL, USA