Text Spotting
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Benchmarks
Most implemented
ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve Network
FOTS: Fast Oriented Text Spotting with a Unified Network
Bridging the Gap Between End-to-End and Two-Step Text Spotting
ESTextSpotter: Towards Better Scene Text Spotting with Explicit Synergy in Transformer
SPTS v2: Single-Point Scene Text Spotting
Papers
One Patch Is Enough: Reinforcement-Optimized Visual Token Grounding for MLLM-Based Scene Text Spotting
Scene text spotting requires high-precision alignment between textual recognition and spatial localization. While visual-token grounding has emerged as a promising formulation for Multimodal Large Language Models (MLLMs)…
Reinforcement LearningText SpottingHunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better
We present HunyuanOCR-1.5, a lightweight end-to-end OCR-specialized vision-language model. HunyuanOCR unifies document parsing, text spotting, information extraction, text-image translation, and multi-image document unde…
Information ExtractionText SpottingTraRA: Trajectory-level Recognition Aggregation for Video Text Spotting in Urban Surveillance
Video Text Spotting (VTS) is essential for urban surveillance and intelligent transportation systems, enabling automated reading of street signs, vehicle markings, and scene text in video streams. However, reliable recog…
Text SpottingFrom Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding
Extracting structured information from visual documents (Visual Information Extraction, VIE) is a cornerstone of business automation. While recent Multimodal Large Language Models (MLLMs) have shown promising capabilitie…
Reinforcement LearningInformation ExtractionText SpottingDo You Need Text Rectification? Soft Attention Mask Embedding for Rectification-Free Scene Text Spotting
End-to-end scene text spotting, which unifies text detection and recognition within a single framework, has witnessed remarkable progress driven by deep learning advances. However, most existing approaches still suffer f…
Text DetectionText SpottingBeyond Detection: A Structure-Aware Framework for Scene Text Tracking
Modern visual object trackers show impressive results on general targets, yet their performance drops substantially when dealing with scene text. Although currently underexplored, tracking text in videos is essential for…
Text Spotting