Scene Text Detection
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Benchmarks
ICDAR 2015
Total-Text
MSRA-TD500
SCUT-CTW1500
ICDAR 2013
ICDAR 2017 MLT
COCO-Text
IC19-Art
IC19-ReCTs
Most implemented
EAST: An Efficient and Accurate Scene Text Detector
Detecting Text in Natural Image with Connectionist Text Proposal Network
Shape Robust Text Detection with Progressive Scale Expansion Network
Character Region Awareness for Text Detection
ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve Network
Real-time Scene Text Detection with Differentiable Binarization
Papers
TextDS: Parameter-Efficient Representation Alignment for Scene Text Detection under Distribution Shifts
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 DetectionET-SAM: Efficient Point Prompt Prediction in SAM for Unified Scene Text Detection and Layout Analysis
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 DetectionTextMamba: Scene Text Detector with Mamba
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 DetectionBharat Scene Text: A Novel Comprehensive Dataset and Benchmark for Indian Language Scene Text Understanding
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 DetectionA Large-scale Dataset for Robust Complex Anime Scene Text Detection
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 DetectionHuman + AI for Accelerating Ad Localization Evaluation
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