Sketch-to-Image Translation

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

5 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.

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (15 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.

• Semantic Image Synthesis with Spatially-Adaptive Normalization
  18 Mar 2019 24 repositories listed Syntology ran 5 of 9 samples · 4 unverified · 2 pointer-only (licence)
  Previous methods directly feed the semantic layout as input to the deep network, which is then processed through stacks of convolution, normalization, and nonlinearity layers.
• High-Resolution Image Synthesis and Semantic Manipulation with Conditional GANs
  30 Nov 2017 21 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 3 pointer-only (licence)
  We present a new method for synthesizing high-resolution photo-realistic images from semantic label maps using conditional generative adversarial networks (conditional GANs).
• MaskSketch: Unpaired Structure-guided Masked Image Generation
  10 Feb 2023 2 repositories listed Syntology ran 2 of 15 samples · 13 unverified
  We show that intermediate self-attention maps of a masked generative transformer encode important structural information of the input image, such as scene layout and object shape, and we propose a novel sampling method…
• Pretraining is All You Need for Image-to-Image Translation
  25 May 2022 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  We propose to use pretraining to boost general image-to-image translation.
• Adversarial Open Domain Adaptation for Sketch-to-Photo Synthesis
  12 Apr 2021 2 repositories listed
  In this paper, we explore open-domain sketch-to-photo translation, which aims to synthesize a realistic photo from a freehand sketch with its class label, even if the sketches of that class are missing in the training…
• SketchyCOCO: Image Generation from Freehand Scene Sketches
  5 Mar 2020 2 repositories listed
  We introduce the first method for automatic image generation from scene-level freehand sketches.
• Image Shape Manipulation from a Single Augmented Training Sample
  13 Sep 2021 1 repository listed
  In this paper, we present DeepSIM, a generative model for conditional image manipulation based on a single image.
• Image Shape Manipulation from a Single Augmented Training Sample
  2 Jul 2020 1 repository listed
  In this paper, we present DeepSIM, a generative model for conditional image manipulation based on a single image.
• Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation
  24 Sep 2019 1 repository listed
  We propose an interactive GAN-based sketch-to-image translation method that helps novice users create images of simple objects.

Syntology lines on 4 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.