Conditional Text-to-Image Synthesis

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 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

2 datasets 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

8 shown of 8 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.

• BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusion
  20 Jul 2023 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  As such paired data is time-consuming and labor-intensive to acquire and restricted to a closed set, this potentially becomes the bottleneck for applications in an open world.
• CheXGenBench: A Unified Benchmark For Fidelity, Privacy and Utility of Synthetic Chest Radiographs
  15 May 2025 1 repository listed
  Additionally, we release a high-quality, synthetic dataset, SynthCheX-75K, comprising 75K radiographs generated by the top-performing model (Sana 0.
• Zero-Painter: Training-Free Layout Control for Text-to-Image Synthesis
  6 Jun 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  We present Zero-Painter, a novel training-free framework for layout-conditional text-to-image synthesis that facilitates the creation of detailed and controlled imagery from textual prompts.
• MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesis
  8 Feb 2024 1 repository listed Syntology ran 8 of 9 samples · 1 unverified · 9 pointer-only (licence)
  Lastly, we aggregate all the shaded instances to provide the necessary information for accurately generating multiple instances in stable diffusion (SD).
• InstanceDiffusion: Instance-level Control for Image Generation
  5 Feb 2024 1 repository listed Syntology ran 17 of 18 samples · 1 unverified
  Text-to-image diffusion models produce high quality images but do not offer control over individual instances in the image.
• Prompt-Free Diffusion: Taking "Text" out of Text-to-Image Diffusion Models
  25 May 2023 1 repository listed
  Text-to-image (T2I) research has grown explosively in the past year, owing to the large-scale pre-trained diffusion models and many emerging personalization and editing approaches.
• LaCon: Late-Constraint Diffusion for Steerable Guided Image Synthesis
  19 May 2023 1 repository listed
  To offer more controllability for the generation process, existing studies, termed as early-constraint methods in this paper, leverage extra conditions and incorporate them into pre-trained diffusion models.
• GLIGEN: Open-Set Grounded Text-to-Image Generation
  17 Jan 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Large-scale text-to-image diffusion models have made amazing advances.

Syntology lines on 5 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.