Deep Learning Applications in Semantic Matching, Image Quality Ranking, and OCR at Meituan-Dianping

Meituan‑Dianping leverages deep‑learning models—including ClickNet for semantic search matching, an AlexNet‑based image‑quality ranker, and a Faster‑RCNN/FCN‑driven OCR pipeline—to personalize results, select attractive POI images, and extract text, achieving higher click‑through rates, conversions, and operational efficiency across its O2O services.

AI applicationsMeituanOCR

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Deep Learning Applications in Semantic Matching, Image Quality Ranking, and OCR at Meituan-Dianping

ITPUB

Sep 6, 2016 · Artificial Intelligence

Deep Learning Platforms: From Google’s DistBelief to Open‑Source MXNet and TensorFlow

The article reviews the evolution, challenges, and commercial and open‑source deep learning platforms—including DistBelief, COTS, Adam, MXNet, TensorFlow, and Petuum—while highlighting real‑world applications such as image recognition, recommendation, sentiment analysis, and crowd monitoring.

AI applicationsDistributed TrainingGPU Acceleration

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Deep Learning Platforms: From Google’s DistBelief to Open‑Source MXNet and TensorFlow

Ctrip Technology

Aug 12, 2016 · Artificial Intelligence

Deep Learning Meetup Recap: Applications in Travel, Advertising, NLP, Computer Vision, and Knowledge Graphs

Last month Ctrip Technology Center hosted a deep‑learning meetup featuring academic and industry experts from UCL, Fudan, Southeast University, Nanjing University, Huawei, Sogou and others, who presented real‑world applications of deep learning in travel, advertising, natural language processing, computer vision, and knowledge graphs.

AI applicationsAdvertisingComputer Vision

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Deep Learning Meetup Recap: Applications in Travel, Advertising, NLP, Computer Vision, and Knowledge Graphs

Ctrip Technology

Jul 18, 2016 · Artificial Intelligence

Deep Learning Applications in Ctrip Travel Guide Community

This article reviews how Ctrip’s travel guide community leverages deep learning models such as CNN, LSTM, and RCNN for multilingual text analysis, image classification, video moderation, and data matching, and outlines future directions like knowledge graphs and virtual reality.

AI applicationsComputer Visionnatural language processing

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Deep Learning Applications in Ctrip Travel Guide Community