Scene text detection and recognition: The deep learning era

S Long, X He, C Yao - International Journal of Computer Vision, 2021 - Springer
With the rise and development of deep learning, computer vision has been tremendously
transformed and reshaped. As an important research area in computer vision, scene text …

Robust text image tampering localization via forgery traces enhancement and multiscale attention

L Dong, W Liang, R Wang - IEEE Transactions on Consumer …, 2024 - ieeexplore.ieee.org
Text images, such as scanned documents, certificates, and chat-box screenshots, are
commonly used for multimodal communication. However, the rise of advanced deep image …

Choose what you need: Disentangled representation learning for scene text recognition removal and editing

B Zhang, H **e, Z Gao, Y Wang - Proceedings of the IEEE …, 2024 - openaccess.thecvf.com
Scene text images contain not only style information (font background) but also content
information (character texture). Different scene text tasks need different information but …

Diffute: Universal text editing diffusion model

H Chen, Z Xu, Z Gu, Y Li, C Meng… - Advances in Neural …, 2023 - proceedings.neurips.cc
Diffusion model based language-guided image editing has achieved great success recently.
However, existing state-of-the-art diffusion models struggle with rendering correct text and …

Look closer to supervise better: One-shot font generation via component-based discriminator

Y Kong, C Luo, W Ma, Q Zhu, S Zhu… - Proceedings of the …, 2022 - openaccess.thecvf.com
Automatic font generation remains a challenging research issue due to the large amounts of
characters with complicated structures. Typically, only a few samples can serve as the …

Brush your text: Synthesize any scene text on images via diffusion model

L Zhang, X Chen, Y Wang, Y Lu, Y Qiao - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Recently, diffusion-based image generation methods are credited for their remarkable text-to-
image generation capabilities, while still facing challenges in accurately generating …

Towards robust tampered text detection in document image: New dataset and new solution

C Qu, C Liu, Y Liu, X Chen, D Peng… - Proceedings of the …, 2023 - openaccess.thecvf.com
Recently, tampered text detection in document image has attracted increasingly attention
due to its essential role on information security. However, detecting visually consistent …

Content and style aware generation of text-line images for handwriting recognition

L Kang, P Riba, M Rusinol, A Fornes… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Handwritten Text Recognition has achieved an impressive performance in public
benchmarks. However, due to the high inter-and intra-class variability between handwriting …

Exploring stroke-level modifications for scene text editing

Y Qu, Q Tan, H **e, J Xu, Y Wang… - Proceedings of the AAAI …, 2023 - ojs.aaai.org
Scene text editing (STE) aims to replace text with the desired one while preserving
background and styles of the original text. However, due to the complicated background …

Textstylebrush: transfer of text aesthetics from a single example

P Krishnan, R Kovvuri, G Pang… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
We present a novel approach for disentangling the content of a text image from all aspects of
its appearance. The appearance representation we derive can then be applied to new …