Personalized Image Generation

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 31 papers with code (58 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation
  25 Aug 2022 12 repositories listed Syntology ran 10 of 12 samples · 2 unverified · 8 pointer-only (licence)
  Once the subject is embedded in the output domain of the model, the unique identifier can be used to synthesize novel photorealistic images of the subject contextualized in different scenes.
• An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion
  2 Aug 2022 9 repositories listed Syntology ran 10 of 13 samples · 3 unverified · 1 pointer-only (licence)
  Yet, it is unclear how such freedom can be exercised to generate images of specific unique concepts, modify their appearance, or compose them in new roles and novel scenes.
• IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models
  13 Aug 2023 4 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  Despite the simplicity of our method, an IP-Adapter with only 22M parameters can achieve comparable or even better performance to a fully fine-tuned image prompt model.
• Personalized Text-to-Image Generation with Auto-Regressive Models
  17 Apr 2025 1 repository listed
  Personalized image synthesis has emerged as a pivotal application in text-to-image generation, enabling the creation of images featuring specific subjects in diverse contexts.
• Less-to-More Generalization: Unlocking More Controllability by In-Context Generation
  2 Apr 2025 1 repository listed Syntology ran 13 of 43 samples · 30 unverified
  In this study, we propose a highly-consistent data synthesis pipeline to tackle this challenge.
• Conceptrol: Concept Control of Zero-shot Personalized Image Generation
  9 Mar 2025 1 repository listed
  We propose Conceptrol, a simple yet effective framework that enhances zero-shot adapters without adding computational overhead.
• Towards More Accurate Personalized Image Generation: Addressing Overfitting and Evaluation Bias
  9 Mar 2025 1 repository listed
  However, current methods face challenges in ensuring fidelity to the text prompt while not overfitting to the training data.
• Personalized Image Generation with Deep Generative Models: A Decade Survey
  18 Feb 2025 1 repository listed
  Recent advancements in generative models have significantly facilitated the development of personalized content creation.
• Beyond Fine-Tuning: A Systematic Study of Sampling Techniques in Personalized Image Generation
  9 Feb 2025 1 repository listed
  To address this issue, we systematically analyze sampling strategies beyond fine-tuning, exploring the impact of concept and superclass trajectories on the results.
• PersonaMagic: Stage-Regulated High-Fidelity Face Customization with Tandem Equilibrium
  20 Dec 2024 1 repository listed
  Personalized image generation has made significant strides in adapting content to novel concepts.
• PatchDPO: Patch-level DPO for Finetuning-free Personalized Image Generation
  4 Dec 2024 1 repository listed Syntology ran 3 of 11 samples · 8 unverified · 11 pointer-only (licence)
  To tackle this problem, this work proposes PatchDPO that estimates the quality of image patches within each generated image and accordingly trains the model.
• Personalized Image Generation with Large Multimodal Models
  18 Oct 2024 1 repository listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  Personalized content filtering, such as recommender systems, has become a critical infrastructure to alleviate information overload.
• FaceChain-FACT: Face Adapter with Decoupled Training for Identity-preserved Personalization
  16 Oct 2024 1 repository listed
  As a result, FACT solely learns identity preservation from training data, thereby minimizing the impact on the original text-to-image capabilities of the base model.
• Resolving Multi-Condition Confusion for Finetuning-Free Personalized Image Generation
  26 Sep 2024 1 repository listed Syntology ran 5 of 5 samples · 0 unverified · 5 pointer-only (licence)
  Personalized text-to-image generation methods can generate customized images based on the reference images, which have garnered wide research interest.
• StoryMaker: Towards Holistic Consistent Characters in Text-to-image Generation
  19 Sep 2024 1 repository listed
  However, the lack of holistic consistency in scenes with multiple characters hampers these methods' ability to create a cohesive narrative.
• TextBoost: Towards One-Shot Personalization of Text-to-Image Models via Fine-tuning Text Encoder
  12 Sep 2024 1 repository listed Syntology ran 11 of 14 samples · 3 unverified
  Recent breakthroughs in text-to-image models have opened up promising research avenues in personalized image generation, enabling users to create diverse images of a specific subject using natural language prompts.
• EZIGen: Enhancing zero-shot personalized image generation with precise subject encoding and decoupled guidance
  12 Sep 2024 1 repository listed
  Zero-shot personalized image generation models aim to produce images that align with both a given text prompt and subject image, requiring the model to effectively incorporate both sources of guidance.
• DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation
  24 Jun 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Personalized image generation holds great promise in assisting humans in everyday work and life due to its impressive function in creatively generating personalized content.
• RectifID: Personalizing Rectified Flow with Anchored Classifier Guidance
  23 May 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Our study shows that based on a recent rectified flow framework, the major limitation of vanilla classifier guidance in requiring a special classifier can be resolved with a simple fixed-point solution, allowing…
• CAT: Contrastive Adapter Training for Personalized Image Generation
  11 Apr 2024 1 repository listed
  Finally, we mention the possibility of CAT in the aspects of multi-concept adapter and optimization.
• MoMA: Multimodal LLM Adapter for Fast Personalized Image Generation
  8 Apr 2024 1 repository listed Syntology ran 1 of 4 samples · 3 unverified · 4 pointer-only (licence)
  This approach effectively synergizes reference image and text prompt information to produce valuable image features, facilitating an image diffusion model.
• Gen4Gen: Generative Data Pipeline for Generative Multi-Concept Composition
  23 Feb 2024 1 repository listed Syntology ran 8 of 10 samples · 2 unverified
  First, current personalization techniques fail to reliably extend to multiple concepts -- we hypothesize this to be due to the mismatch between complex scenes and simple text descriptions in the pre-training dataset (e.
• BootPIG: Bootstrapping Zero-shot Personalized Image Generation Capabilities in Pretrained Diffusion Models
  25 Jan 2024 1 repository listed
  We propose a novel architecture (BootPIG) that allows a user to provide reference images of an object in order to guide the appearance of a concept in the generated images.
• When StyleGAN Meets Stable Diffusion: a W+ Adapter for Personalized Image Generation
  1 Jan 2024 1 repository listed
  Text-to-image diffusion models have remarkably excelled in producing diverse high-quality and photo-realistic images.
• Generative Multimodal Models are In-Context Learners
  20 Dec 2023 1 repository listed Syntology ran 3 of 4 samples · 1 unverified
  The human ability to easily solve multimodal tasks in context (i.
• When StyleGAN Meets Stable Diffusion: a 𝒲_+ Adapter for Personalized Image Generation
  29 Nov 2023 1 repository listed
  Text-to-image diffusion models have remarkably excelled in producing diverse, high-quality, and photo-realistic images.
• FaceChain: A Playground for Human-centric Artificial Intelligence Generated Content
  28 Aug 2023 1 repository listed
  In this paper, we present FaceChain, a personalized portrait generation framework that combines a series of customized image-generation model and a rich set of face-related perceptual understanding models (\eg, face…
• Subject-Diffusion:Open Domain Personalized Text-to-Image Generation without Test-time Fine-tuning
  21 Jul 2023 1 repository listed Syntology ran 4 of 8 samples · 4 unverified
  In this paper, we propose Subject-Diffusion, a novel open-domain personalized image generation model that, in addition to not requiring test-time fine-tuning, also only requires a single reference image to support…
• BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and Editing
  24 May 2023 1 repository listed
  Then we design a subject representation learning task which enables a diffusion model to leverage such visual representation and generates new subject renditions.
• FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention
  17 May 2023 1 repository listed Syntology ran 6 of 17 samples · 11 unverified
  FastComposer proposes delayed subject conditioning in the denoising step to maintain both identity and editability in subject-driven image generation.

Syntology lines on 15 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.