2015 · 38 citations · 22 references
Natural Language ProcessingImage AnalysisMachine VisionLinear PredictionEngineeringPattern RecognitionText RecognitionEye TrackingVideo SummarizationObject TrackingVideo Content AnalysisVideo UnderstandingText DetectionText ProcessingText MiningComputer VisionScene Videos
Text detection and tracking in scene videos are important prerequisites for content-based video analysis and retrieval, wearable camera systems and mobile devices augmented reality translators. Here, we present a novel multi-strategy tracking based text detection approach in scene videos. In this approach, a state-of-the-art scene text detection module [1] is first used to detect text in each video frame. Then a multi-strategy text tracking technique is proposed, which uses tracking by detection, spatio-temporal context learning, and linear prediction to predict the candidate text location sequentially, and adaptively integrates and selects the best matching text block from the candidate blocks with a rule-based method. This multi-strategy tracking technique can combine the advantages of the three different tracking techniques and afterwards make remedies to the disadvantages of them. Experiments on a variety of scene videos show that our proposed approach is effective and robust to reduce false alarm and improve the accuracy of detection.
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Robust Text Detection in Natural Scene Images
Xu-Cheng Yin, Xuwang Yin, Kaizhu Huang et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013 · 659 citations · Full text
Understanding and Diagnosing Visual Tracking Systems
Naiyan Wang, Jianping Shi, Dit‐Yan Yeung et al. · 2015 · 331 citations