PSGText: Stroke-Guided Scene Text Editing with PSP Module
Felix Liawi, Yun-Da Tsai, Guan-Lun Lu, Shou-De Lin

TL;DR
This paper presents PSGText, a three-stage scene text editing framework that enhances text substitution clarity by integrating text swapping, background inpainting, and a fusion network to produce coherent, high-quality edited images.
Contribution
The paper introduces a novel three-stage framework for scene text editing that effectively handles diverse text types and complex backgrounds, improving clarity and visual coherence.
Findings
Achieves high-quality, legible text editing results
Effectively preserves background and style details
Demonstrates superior performance over existing methods
Abstract
Scene Text Editing (STE) aims to substitute text in an image with new desired text while preserving the background and styles of the original text. However, present techniques present a notable challenge in the generation of edited text images that exhibit a high degree of clarity and legibility. This challenge primarily stems from the inherent diversity found within various text types and the intricate textures of complex backgrounds. To address this challenge, this paper introduces a three-stage framework for transferring texts across text images. Initially, we introduce a text-swapping network that seamlessly substitutes the original text with the desired replacement. Subsequently, we incorporate a background inpainting network into our framework. This specialized network is designed to skillfully reconstruct background images, effectively addressing the voids left after the removal…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGenerative Adversarial Networks and Image Synthesis · Advanced Vision and Imaging · Video Analysis and Summarization
MethodsInpainting
