Diffusion Personalization Tuning Free

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.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (10 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.

• 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.
• 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.
• 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…
• 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…
• 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.
• Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs
  22 Jan 2024 1 repository listed Syntology ran 20 of 24 samples · 4 unverified · 14 pointer-only (licence)
  In this paper, we propose a brand new training-free text-to-image generation/editing framework, namely Recaption, Plan and Generate (RPG), harnessing the powerful chain-of-thought reasoning ability of multimodal LLMs to…
• 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.

Syntology lines on 8 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.