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Papers Scene Text Detection

“Scene Text Detection” 태그가 달린 논문 220편 · 필터 해제

TextDS: Parameter-Efficient Representation Alignment for Scene Text Detection under Distribution Shifts

2026-06-26 · Boyuan Chen, Zichen Dang, Chuang Yang, Lap-Pui Chau 외 arxiv

In real-world deployments, scene text detectors inevitably face distribution shifts beyond the training distribution. Prior work often depends on large-scale scene-text pretraining, yet evaluation under cross-domain chan…

Scene Text Detection

ET-SAM: Efficient Point Prompt Prediction in SAM for Unified Scene Text Detection and Layout Analysis

2026-03-26 · Xike Zhang, Maoyuan Ye, Juhua Liu, Bo Du arxiv

Previous works based on Segment Anything Model (SAM) have achieved promising performance in unified scene text detection and layout analysis. However, the typical reliance on pixel-level text segmentation for sampling th…

Scene Text Detection

TextMamba: Scene Text Detector with Mamba

2025-12-07 · Qiyan Zhao, Yue Yan, Da-Han Wang arxiv

In scene text detection, Transformer-based methods have addressed the global feature extraction limitations inherent in traditional convolution neural network-based methods. However, most directly rely on native Transfor…

Scene Text Detection

Bharat Scene Text: A Novel Comprehensive Dataset and Benchmark for Indian Language Scene Text Understanding

2025-11-28 · Anik De, Abhirama Subramanyam Penamakuri, Rajeev Yadav, Aditya Rathore 외 arxiv

Reading scene text, that is, text appearing in images, has numerous application areas, including assistive technology, search, and e-commerce. Although scene text recognition in English has advanced significantly and is …

Scene Text RecognitionScene Text Detection

A Large-scale Dataset for Robust Complex Anime Scene Text Detection

2025-10-09 · Ziyi Dong, Yurui Zhang, Changmao Li, Naomi Rue Golding 외 arxiv

Current text detection datasets primarily target natural or document scenes, where text typically appear in regular font and shapes, monotonous colors, and orderly layouts. The text usually arranged along straight or cur…

Scene Text Detection

Human + AI for Accelerating Ad Localization Evaluation

2025-09-16 · Harshit Rajgarhia, Shivali Dalmia, Mengyang Zhao, Mukherji Abhishek 외 arxiv

Adapting advertisements for multilingual audiences requires more than simple text translation; it demands preservation of visual consistency, spatial alignment, and stylistic integrity across diverse languages and format…

Scene Text DetectionMachine Translation

Scene Text Detection and Recognition "in light of" Challenging Environmental Conditions using Aria Glasses Egocentric Vision Cameras

2025-07-22 · Joseph De Mathia, Carlos Francisco Moreno-García arxiv

In an era where wearable technology is reshaping applications, Scene Text Detection and Recognition (STDR) becomes a straightforward choice through the lens of egocentric vision. Leveraging Meta's Project Aria smart glas…

Scene Text Detection

The Devil is in Fine-tuning and Long-tailed Problems:A New Benchmark for Scene Text Detection

2025-05-21 · Tianjiao Cao, Jiahao Lyu, Weichao Zeng, Weimin Mu 외

Scene text detection has seen the emergence of high-performing methods that excel on academic benchmarks. However, these detectors often fail to replicate such success in real-world scenarios. We uncover two key factors …

Scene Text DetectionSelf-Supervised LearningText Detection

Explicit Relational Reasoning Network for Scene Text Detection

2024-12-19 · Yuchen Su, Zhineng Chen, Yongkun Du, Zhilong Ji 외

Connected component (CC) is a proper text shape representation that aligns with human reading intuition. However, CC-based text detection methods have recently faced a developmental bottleneck that their time-consuming p…

DecoderRelational ReasoningScene Text DetectionText Detection

KhmerST: A Low-Resource Khmer Scene Text Detection and Recognition Benchmark

2024-10-23 · Vannkinh Nom, Souhail Bakkali, Muhammad Muzzamil Luqman, Mickaël Coustaty 외

Developing effective scene text detection and recognition models hinges on extensive training data, which can be both laborious and costly to obtain, especially for low-resourced languages. Conventional methods tailored …

Scene Text DetectionText Detection

Spotlight Text Detector: Spotlight on Candidate Regions Like a Camera

2024-09-25 · Xu Han, Junyu Gao, Chuang Yang, Yuan Yuan 외

The irregular contour representation is one of the tough challenges in scene text detection. Although segmentation-based methods have achieved significant progress with the help of flexible pixel prediction, the overlap …

Scene Text DetectionText Detection

Region Prompt Tuning: Fine-grained Scene Text Detection Utilizing Region Text Prompt

2024-09-20 · Xingtao Lin, Heqian Qiu, Lanxiao Wang, Ruihang Wang 외

Recent advancements in prompt tuning have successfully adapted large-scale models like Contrastive Language-Image Pre-trained (CLIP) for downstream tasks such as scene text detection. Typically, text prompt complements t…

Scene Text DetectionText Detection

Revisiting Tampered Scene Text Detection in the Era of Generative AI

2024-07-31 · Chenfan Qu, Yiwu Zhong, Fengjun Guo, Lianwen Jin

The rapid advancements of generative AI have fueled the potential of generative text image editing, meanwhile escalating the threat of misinformation spreading. However, existing forensics methods struggle to detect unse…

MisinformationScene Text DetectionText Detection

Towards Unified Multi-granularity Text Detection with Interactive Attention

2024-05-30 · Xingyu Wan, Chengquan Zhang, Pengyuan Lyu, Sen Fan 외

Existing OCR engines or document image analysis systems typically rely on training separate models for text detection in varying scenarios and granularities, leading to significant computational complexity and resource d…

Document Layout AnalysisOptical Character Recognition (OCR)Representation LearningScene Text Detection+1

Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question Answering

2024-05-21 · Hiba Maryam, Ling Fu, Jiajun Song, Tajrian ABM Shafayet 외

The development of Urdu scene text detection, recognition, and Visual Question Answering (VQA) technologies is crucial for advancing accessibility, information retrieval, and linguistic diversity in digital content, faci…

DiversityInformation RetrievalQuestion AnsweringRetrieval+4

The First Swahili Language Scene Text Detection and Recognition Dataset

2024-05-19 · Fadila Wendigoundi Douamba, Jianjun Song, Ling Fu, Yuliang Liu 외

Scene text recognition is essential in many applications, including automated translation, information retrieval, driving assistance, and enhancing accessibility for individuals with visual impairments. Much research has…

Information RetrievalScene Text DetectionScene Text RecognitionText Detection

FPDIoU Loss: A Loss Function for Efficient Bounding Box Regression of Rotated Object Detection

2024-05-16 · Siliang Ma, Yong Xu

Bounding box regression is one of the important steps of object detection. However, rotation detectors often involve a more complicated loss based on SkewIoU which is unfriendly to gradient-based training. Most of the ex…

Objectobject-detectionObject Detectionregression+2

Text Grouping Adapter: Adapting Pre-trained Text Detector for Layout Analysis

2024-05-13 · CVPR 2024 1 · Tianci Bi, Xiaoyi Zhang, Zhizheng Zhang, Wenxuan Xie 외

Significant progress has been made in scene text detection models since the rise of deep learning, but scene text layout analysis, which aims to group detected text instances as paragraphs, has not kept pace. Previous wo…

Scene Text DetectionText Detection

MorphText: Deep Morphology Regularized Arbitrary-shape Scene Text Detection

2024-04-26 · Chengpei Xu, Wenjing Jia, Ruomei Wang, Xiaonan Luo 외

Bottom-up text detection methods play an important role in arbitrary-shape scene text detection but there are two restrictions preventing them from achieving their great potential, i.e., 1) the accumulation of false text…

Scene Text DetectionText Detection

Text in the Dark: Extremely Low-Light Text Image Enhancement

2024-04-22 · Che-Tsung Lin, Chun Chet Ng, Zhi Qin Tan, Wan Jun Nah 외

Extremely low-light text images are common in natural scenes, making scene text detection and recognition challenging. One solution is to enhance these images using low-light image enhancement methods before text extract…

Image EnhancementLow-Light Image EnhancementScene Text DetectionText Detection
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