Diffusion Personalization

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

2 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

14 shown of 14 papers with code (19 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.
• InstantID: Zero-shot Identity-Preserving Generation in Seconds
  15 Jan 2024 4 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  There has been significant progress in personalized image synthesis with methods such as Textual Inversion, DreamBooth, and LoRA.
• Arc2Face: A Foundation Model for ID-Consistent Human Faces
  18 Mar 2024 3 repositories listed Syntology ran 1 of 4 samples · 3 unverified · 3 pointer-only (licence)
  This paper presents Arc2Face, an identity-conditioned face foundation model, which, given the ArcFace embedding of a person, can generate diverse photo-realistic images with an unparalleled degree of face similarity…
• Image is All You Need to Empower Large-scale Diffusion Models for In-Domain Generation
  13 Dec 2023 2 repositories listed
  We decouple domain-related guidance from the conditional guidance used in classifier-free guidance mechanisms to preserve open-world control guidance and unconditional guidance from the pre-trained model.
• HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
  13 Jul 2023 2 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  By composing these weights into the diffusion model, coupled with fast finetuning, HyperDreamBooth can generate a person's face in various contexts and styles, with high subject details while also preserving the model's…
• Multi-Concept Customization of Text-to-Image Diffusion
  8 Dec 2022 2 repositories listed
  Can we teach a model to quickly acquire a new concept, given a few examples?
• IP-Prompter: Training-Free Theme-Specific Image Generation via Dynamic Visual Prompting
  26 Jan 2025 1 repository listed
  The stories and characters that captivate us as we grow up shape unique fantasy worlds, with images serving as the primary medium for visually experiencing these realms.
• 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.
• ClassDiffusion: More Aligned Personalization Tuning with Explicit Class Guidance
  27 May 2024 1 repository listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  Recent text-to-image customization works have been proven successful in generating images of given concepts by fine-tuning the diffusion models on a few examples.
• Face2Diffusion for Fast and Editable Face Personalization
  8 Mar 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  However, it is still challenging for previous methods to preserve both the identity similarity and editability due to overfitting to training samples.
• PhotoMaker: Customizing Realistic Human Photos via Stacked ID Embedding
  7 Dec 2023 1 repository listed Syntology ran 3 of 5 samples · 2 unverified · 5 pointer-only (licence)
  Recent advances in text-to-image generation have made remarkable progress in synthesizing realistic human photos conditioned on given text prompts.
• 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…
• 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.
• SVDiff: Compact Parameter Space for Diffusion Fine-Tuning
  20 Mar 2023 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Diffusion models have achieved remarkable success in text-to-image generation, enabling the creation of high-quality images from text prompts or other modalities.

Syntology lines on 11 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.