Scene Text Editing

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

10 shown of 10 papers with code (17 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.

• Improving Diffusion Models for Scene Text Editing with Dual Encoders
  12 Apr 2023 2 repositories listed Syntology ran 5 of 12 samples · 7 unverified
  Scene text editing is a challenging task that involves modifying or inserting specified texts in an image while maintaining its natural and realistic appearance.
• Editing Text in the Wild
  8 Aug 2019 2 repositories listed
  Specifically, we propose an end-to-end trainable style retention network (SRNet) that consists of three modules: text conversion module, background inpainting module and fusion module.
• Recognition-Synergistic Scene Text Editing
  11 Mar 2025 1 repository listed Syntology ran 2 of 5 samples · 3 unverified · 5 pointer-only (licence)
  Our model seamlessly integrates text recognition with text editing within a unified framework, and leverages the recognition model's ability to implicitly disentangle style and content while ensuring content consistency.
• TextSSR: Diffusion-based Data Synthesis for Scene Text Recognition
  2 Dec 2024 1 repository listed
  Experiments show that models trained on added TextSSR-F data exhibit better accuracy compared to models trained on 4 million existing synthetic data.
• TextCtrl: Diffusion-based Scene Text Editing with Prior Guidance Control
  14 Oct 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Centred on content modification and style preservation, Scene Text Editing (STE) remains a challenging task despite considerable progress in text-to-image synthesis and text-driven image manipulation recently.
• UDiffText: A Unified Framework for High-quality Text Synthesis in Arbitrary Images via Character-aware Diffusion Models
  8 Dec 2023 1 repository listed
  Text-to-Image (T2I) generation methods based on diffusion model have garnered significant attention in the last few years.
• On Manipulating Scene Text in the Wild with Diffusion Models
  1 Nov 2023 1 repository listed
  In experiments, we thoroughly assess and compare our proposed method against state-of-the-arts on various scene text datasets, then provide extensive ablation studies for each granularity to analyze our performance gain.
• Show Me the World in My Language: Establishing the First Baseline for Scene-Text to Scene-Text Translation
  6 Aug 2023 1 repository listed
  In this work, we study the task of ``visually'' translating scene text from a source language (e.
• Exploring Stroke-Level Modifications for Scene Text Editing
  5 Dec 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Moreover, two new datasets (Tamper-Syn2k and Tamper-Scene) are proposed to fill the blank of public evaluation datasets.
• STEFANN: Scene Text Editor using Font Adaptive Neural Network
  4 Mar 2019 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this paper, we propose a method to modify text in an image at character-level.

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.