Subject-Driven Image Generation

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4 papers in the last four weeks, against 2 the four weeks before. 0.0% 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. CLASP: Continual Low-rank Adapters for Spatially Placed Concepts from One Hypernetwork

    Oct 1, 2026Wojciech Gromski, Patryk Krukowski, Jan Miksa +2Subject-Driven Image GenerationT2I Generation

    Wrocław University of Science and Technology · IDEAS Research Institute · Jagiellonian University, Krak´ow +2

  3. ReGain: Restoring Subject Fidelity in Personalization on Synthetic Images

    Sep 30, 2026Shubhang Bhatnagar, Ishan Bhatnagar, Viraj Shah +1Diffusion Model GuidanceClassifier-Free Guidance

    University of Illinois Urbana-Champaign

  4. V-Engram: Trigger-Indexed External Memory for Modular Text-to-Image Personalization

    Sep 29, 2026Haoran He, Runyuan Cai, Yiming Wang +2Subject-Driven Image GenerationT2I Generation

    AutoArk-AI

  5. UFO: Chain-of-Evaluation for Omni-Condition Alignment in Multi-Modal Image Generation

    Sep 11, 2026Danning Zhang, Yijing Lin, Shuhan Zhuang +4Subject-Driven Image GenerationMultimodal Generation

    University of Science and Technology of China · Independent Rsesearcher · Shenzhen University +1

  6. 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

  7. In-Loop Model Adaptation with Coupled Latent-Noise Guidance for High-Fidelity Subject-Driven Text-to-Image Generation

    Aug 10, 2026Yushun Tang, Weiming Chen, Siyi Liu +3Diffusion Model GuidanceSubject-Driven Image Generation

    Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen 518055, China · School of Information Science and Technology, University of Science and Technology of China, Hefei 230027, China · Pengcheng Lab, Shenzhen 518066, China

  8. CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

    Aug 1, 2026Peng Zheng, Ruiqi Liu, Rui Ma +1Diffusion TransformerSubject-Driven Image Generation

    School of Artificial Intelligence, Jilin University · 2Shanghai Innovation Institute · 4Engineering Research Center of Knowledge-Driven Human-Machine Intelligence, MOE, China +1

  9. Beyond Facial Consistency: Personalized Person Image Generation with Holistic Identity Preservation

    Jul 28, 2026Yuxuan Xiao, Shanshan Zhang, Jian Yang +1Subject-Driven Image GenerationIdentity-Preserving Image Generation

  10. Latent-Identity Tuning in Text-to-Image Personalization Models

    Jul 13, 2026Daniel Garibi, Ronen Kamenetsky, Hadar Averbuch-Elor +2Subject-Driven Image GenerationIdentity-Preserving Image Generation

    1Tel Aviv University · 2Cornell University

  11. Stage-Aware Adaptation and Distribution Calibration for Subject-Driven Personalized Text-to-Image Generation

    Jul 8, 2026Wenyan Xu, Alizer WongSubject-Driven Image GenerationImage Generation

    School of Computer Science, Guangdong University of Technology · School of Computer Science, Peking University · 3ManXis

  12. 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

  13. MIBE: Multi-subject Interaction Benchmark and Evaluator for Personalized Image Generation

    Jul 1, 2026Zhihan Chen, Yuhuan Zhao, Yijie Zhu +7Subject-Driven Image GenerationIdentity-Preserving Image Generation

    University of California, Los Angeles · University of Southern California · DeerLab LLC +5

  14. Decoupled Guidance: Disentangling Subject and Context Pathways in Text-to-Image Personalization

    Jul 1, 2026Seongmin Kim, Kyucheol Shin, Heesun Jung +2Diffusion Model GuidanceSubject-Driven Image Generation

    Department of Artificial Intelligence Hanyang University · Department of Data Science Hanyang University

  15. IREU: Identity-Related Encoder-Only Unlearning for Customized Portrait Generation

    Jun 29, 2026Chaoyi Shi, Shanshan Zhang, Jian YangSubject-Driven Image GenerationMachine Unlearning

    PCA Lab, School of Computer Science and Engineering, Nanjing University of Science and Technology · PCA Lab, School of Intelligence Science and Technology, Nanjing University

  16. DivRL: Disentangled Self-Similarity Rewards for Diverse Subject-Driven Generation

    Jun 22, 2026Qian Wang, Zhenyu Li, Abdelrahman Eldesokey +1Subject-Driven Image GenerationIdentity-Preserving Image Generation

    KAUST, Saudi Arabia

  17. RAVA: Retrieval-Augmented Viewpoint Alignment for Subject-Driven Image Generation

    Jun 16, 2026Qiwei Yan, Zhiqiang Yuan, Chongyang Li +4Subject-Driven Image GenerationImage Generation

    WeChat AI, Tencent, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  18. Redirecting the Flow: Image Customization through Attention Distribution Shift

    Jun 15, 2026Jie Li, Suorong Yang, Jian Zhao +1Diffusion Model GuidanceSubject-Driven Image Generation

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China · School of Computer Science, Nanjing University, Nanjing, China · School of Electronic Science and Engineering, Nanjing University, Nanjing, China +1

  19. Pose-ICL: 3D-Aware In-Context Learning for Pose-Controllable Subject Customization

    Jun 9, 2026Xuan Han, Yihao Zhao, Mingyu YouSubject-Driven Image GenerationIn-Context Learning

    College of Electronic and Information Engineering, Tongji University, Shanghai, China · State Key Laboratory of Autonomous Intelligent Unmanned Systems, Frontiers Science Center for Intelligent Autonomous Systems, Ministry of Education, Shanghai, China.

  20. Training-Free Multi-Concept LoRA Composition with Prompt-Aware Weighting

    Jun 2, 2026Georgios Tsoumplekas, Stella Bounareli, Vasileios ArgyriouSubject-Driven Image GenerationCompositional T2I Generation

    Department of Networks and Digital Media, Kingston University London, UK

  21. Equilibrated Diffusion: Frequency-aware Textual Embedding for Equilibrated Image Customization

    Jun 1, 2026Liyuan Ma, Xueji Fang, Guo-Jun QiDiffusion Model GuidanceSubject-Driven Image Generation

    Westlake University · Hangzhou, China · Zhejiang University

  22. Squeezing Capacity from Multimodal Large Language Models for Subject-driven Generation

    May 25, 2026Shuhong Zheng, Aashish Kumar Misraa, Yu-Teng Li +2Subject-Driven Image GenerationIdentity-Preserving Image Generation

    University of Toronto & Vector Institute · Work done in Adobe · Adobe +2

  23. SeqLoRA: Bilevel Orthogonal Adaptation for Continual Multi-Concept Generation

    May 21, 2026Javad Parsa, Enis Simsar, Amir Joudaki +2Subject-Driven Image GenerationDiffusion Model Fine-Tuning

    ETH Zurich · Uppsala University, Sweden

  24. MaSC: A Masked Similarity Metric for Evaluating Concept-Driven Generation

    May 21, 2026Patryk Bartkowiak, Lennart Petersen, Bartosz Kotrys +3Subject-Driven Image GenerationImage Generation Evaluation

    Adam Mickiewicz University · Kiel University · ArtCollect +1

  25. Decomposing Subject-Driven Image Generation via Intermediate Structural Prediction

    May 20, 2026Hanzhong Guo, Yizhou YuSubject-Driven Image GenerationConditional Image Generation

    School of Computing and Data Science, The University of Hong Kong

  26. Tiny-Engram: Trigger-Indexed Concept Tables for Generative Vision

    May 19, 2026Runyuan Cai, Yiming Wang, Yu Lin +1Subject-Driven Image GenerationVideo Generation

    AutoArk

  27. CPC-VAR:Continual Personalized and Compositional Generation in Visual Autoregressive Models

    May 19, 2026Junhao Li, Xinhao Zhong, Yi sun +4Visual Autoregressive ModelsSubject-Driven Image Generation

    Harbin Institute of Technology, Shenzhen · South China University of Technology · Peng Cheng Laboratory +1

  28. AnimeAdapter: A Modular Adapter for Appearance-Consistent Anime Character Generation

    May 17, 2026Yixuan HanSubject-Driven Image GenerationImage Generation

    National University of Singapore, Singapore

  29. UniCustom: Unified Visual Conditioning for Multi-Reference Image Generation

    May 12, 2026Yiyan Xu, Qiulin Wang, Wenjie Wang +5Subject-Driven Image GenerationImage Generation

    University of Science and Technology of China · Kling Team, Kuaishou Technology

  30. Adaptive Subspace Projection for Generative Personalization

    May 8, 2026Van-Anh Nguyen, Anh Tuan Bui, Tamas Abraham +5Subject-Driven Image Generation

    Monash University, Australia · Defence Science and Technology Group, Australia