Controllable Image Generation

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9 papers in the last four weeks, up 50% on the four weeks before. 0.1% of all new papers.

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  1. HEART: Hyperspherical Embedding Alignment via Kent-Representation Traversal in Diffusion Models

    May 8, 2026Arani Roy, Shristi Das Biswas, Kaushik RoyRepresentation GeometryDiffusion-Based Image Editing

    Purdue University

  2. Inference-Time Attribute Distribution Alignment for Unconditional Diffusion

    May 8, 2026Hao Luan, See-Kiong Ng, Chun Kai LingControllable Image GenerationInference-Time Guidance

    School of Computing, National University of Singapore · Institute of Data Science, National University of Singapore

  3. The First Controllable Bokeh Rendering Challenge at NTIRE 2026

    May 6, 2026Tim Seizinger, Florin-Alexandru Vasluianu, Jeffrey Chen +23Benchmark DesignNeural Rendering

    NTIRE 2026 challenge organizers

  4. 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.

  5. Efficient Geometry-Controlled High-Resolution Satellite Image Synthesis

    May 6, 2026Vlad Vasilescu, Daniela Faur, Teodor CostachioiuRemote SensingDiffusion-Based Image Generation

    Univ. POLITEHNICA Bucharest · SIGMA Lab, CAMPUS Institute · GEOSENSE, CAMPUS Institute

  6. JoyAI-Image: Awaking Spatial Intelligence in Unified Multimodal Understanding and Generation

    May 5, 2026Lin Song, Wenbo Li, Guoqing Ma +16Unified Multimodal ModelsMultimodal Foundation Models

    Joy Future Academy, JD

  7. Semantic-Structural Alignment for Generative Pictorial Charts

    May 5, 2026Zhida Sun, Yulin Zhang, Zheng Gu +4Data VisualizationControllable Image Generation

    Visual Computing Research Center (VCC), College of Computer Science and Software Engineering (CSSE), Shenzhen University, China · Yonsei University, South Korea

  8. MooD: Perception-Enhanced Efficient Affective Image Editing via Continuous Valence-Arousal Modeling

    May 4, 2026Xinyi Yin, Yiduo Wang, Tingqi Hu +6Valence-Arousal ModelingImage Editing

    School of Cyber Science and Engineering, Zhengzhou University, Zhengzhou 450002, China · School of Computer Science and Technology, Xi’an Jiaotong University, Xi’an 710049, China · School of Journalism and New Media, Xi’an Jiaotong University, Xi’an 710049, China +1

  9. DataEvolver: Let Your Data Build and Improve Itself via Goal-Driven Loop Agents

    May 3, 2026Qisong Zhang, Wenzhuo Wu, Zhuangzhuang Jia +7Synthetic Data AugmentationSynthetic Data Generation

    School of Artificial Intelligence, Beijing University of Posts and Telecommunications · Institute of Artificial Intelligence · Institute of Artificial Intelligence (TeleAI), China Telecom

  10. SteeringDiffusion: A Bottlenecked Activation Control Interface for Diffusion Models

    May 3, 2026Fangzheng Wu, Brian SummaDiffusion Model Fine-TuningActivation Steering

    Department of Computer Science Tulane University

  11. Colorful-Noise: Training-Free Low-Frequency Noise Manipulation for Color-Based Conditional Image Generation

    May 1, 2026Nadav Z. Cohen, Ofir Abramovich, Ariel ShamirConditional Image GenerationControllable Image Generation

    Reichman University, Israel

  12. SEAL: Semantic-aware Single-image Sticker Personalization with a Large-scale Sticker-tag Dataset

    Apr 29, 2026Changhyun Roh, Yonghyun Jeong, Jonghyun Lee +2T2I GenerationIdentity-Preserving Image Generation

    Chung-Ang University · NAVER Cloud · Lunit Inc.

  13. Learning Illumination Control in Diffusion Models

    Apr 27, 2026Nishit Anand, Manan Suri, Christopher Metzler +2Diffusion Model Fine-TuningImage Relighting

    University of Maryland College Park

  14. Diffusion Templates: A Unified Plugin Framework for Controllable Diffusion

    Apr 27, 2026Zhongjie Duan, Hong Zhang, Yingda ChenControllable Image GenerationDiffusion Models

    ModelScope Team, Alibaba Group

  15. Knowledge Visualization: A Benchmark and Method for Knowledge-Intensive Text-to-Image Generation

    Apr 24, 2026Ran Zhao, Sheng Jin, Size Wu +5T2I GenerationImage Generation

    Huazhong University of Science and Technology · The University of Hong Kong · S-Lab, Nanyang Technological University

  16. Camera Control for Text-to-Image Generation via Learning Viewpoint Tokens

    Apr 21, 2026Xinxuan Lu, Charless Fowlkes, Alexander C. BergT2I GenerationControllable Image Generation

    University of California, Irvine

  17. Tstars-Tryon 1.0: Robust and Realistic Virtual Try-On for Diverse Fashion Items

    Apr 21, 2026Mengting Chen, Zhengrui Chen, Yongchao Du +16Virtual Try-OnConditional Image Generation

    Alibaba Group

  18. Wan-Image: Pushing the Boundaries of Generative Visual Intelligence

    Apr 21, 2026Chaojie Mao, Chen-Wei Xie, Chongyang Zhong +55T2I GenerationIdentity-Preserving Image Generation

  19. SmartPhotoCrafter: Unified Reasoning, Generation and Optimization for Automatic Photographic Image Editing

    Apr 21, 2026Ying Zeng, Miaosen Luo, Guangyuan Li +10Image EnhancementImage Editing

    vivo BlueImage Lab, vivo Mobile Communication Co., Ltd.

  20. UniCSG: Unified High-Fidelity Content-Constrained Style-Driven Generation via Staged Semantic and Frequency Disentanglement

    Apr 20, 2026Jingwei Yang, Ruoxi Wu, Wei Shen +4Constrained Generative ModelingDiffusion Transformer

    China University of Mining and Technology, Beijing, China · OPPO Artificial Intelligence Center, Beijing, China

  21. Beyond Text Prompts: Precise Concept Erasure through Text-Image Collaboration

    Apr 17, 2026Jun Li, Lizhi Xiong, Ziqiang Li +4Safe T2I GenerationControllable Image Generation

    Nanjing University of Information Science and Technology · Southeast University · Nanjing University of Science and Technology

  22. TokenLight: Precise Lighting Control in Images using Attribute Tokens

    Apr 16, 2026Sumit Chaturvedi, Yannick Hold-Geoffroy, Mengwei Ren +5Image RelightingControllable Image Generation

    Yale University · Adobe

  23. FiRe: Fine-grained Multimodal Reasoning for Enhanced Image Generation

    Apr 15, 2026Yongjin Kim, Yoonjin Oh, Yerin Kim +5Controllable Image GenerationCompositional T2I Generation

    Department of Artificial Intelligence Korea University Seoul, Republic of Korea · KT Corporation Seoul, Republic of Korea

  24. TerraDiT: Point-Conditioned Diffusion Transformer for Satellite Image Synthesis

    Mar 2, 2026Srikumar Sastry, Dan Cher, Brian Wei +4Diffusion TransformerControllable Image Generation

    Washington University, St. Louis MO 63130, USA

  25. General and Efficient Steering of Diffusion Models

    Feb 11, 2026Qingsong Wang, Mikhail Belkin, Yusu WangDiffusion Model GuidanceActivation Steering

    Halıcıoğlu Data Science Institute, University of California San Diego, La Jolla, CA, USA

  26. Hierarchical Concept-to-Appearance Guidance for Multi-Subject Image Generation

    Feb 3, 2026Yijia Xu, Zihao Wang, Haokun Gui +1Subject-Driven Image GenerationImage Generation

    Peking University · Hong Kong University of Science and Technology

  27. Dynamics-Inspired Diffusion for Foreground-Preserving Document Background Editing

    Jan 29, 2026Taewon Kang, Yu Shen, Ming C. LinDiffusion-Based Image EditingImage Editing

    University of Maryland at College Park, United States

  28. Knowledge-Embedded and Hypernetwork-Guided Few-Shot Substation Meter Defect Image Generation Method

    Jan 14, 2026Jackie Alex, Justin PetterSynthetic Data AugmentationImage Generation

    St. Petersburg College

  29. Pro-Pose: Unpaired Full-Body Portrait Synthesis via Canonical UV Maps

    Dec 19, 2025Sandeep Mishra, Yasamin Jafarian, Andreas Lugmayr +5Identity-Preserving Image GenerationUnpaired Image-to-Image Translation

    The University of Texas at Austin, USA · Google, USA

  30. CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance

    Aug 18, 2025Anindya Mondal, Sauradip Nag, Ayan Banerjee +3Diffusion Model GuidanceObject Counting

    University of Surrey · Simon Fraser University · Universitat Autònoma de Barcelona