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Apache alike Architecture

Apache alike Architecture. Overview. Photos/Images. …. Indexing Phase. OpenCV. Mahout. Lucene. Extract Visual Descriptors. Cluster Visual Descriptors. Quantize Vectors. Index Histogram. . . . . . . . . . Index. . . . . . . . . . . . . . . . . . OpenCV.

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Apache alike Architecture

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  1. Apache alikeArchitecture

  2. Overview Photos/Images … Indexing Phase OpenCV Mahout Lucene Extract Visual Descriptors Cluster Visual Descriptors Quantize Vectors Index Histogram . . . . . . . . . Index . . . . . . . . . . . . . . . . . OpenCV Lucene Quantize Vectors Extract Visual Descriptors Search Histogram Searching Phase A source photo to search similar

  3. Programs & Files HDFS Java Programs & Mahout Normal File System OpenCV Image Files Lucene Index *.jpg *.png : Visual Descriptors Visual Descriptors (*1) PrepareInput Vectors desc_ extractor.pv init- clusters (*2) mahout kmeans -i (*1) -c (*2) -o (*3) (*5) output- clusters cluster centroids (*3) mahout clusterdump -i (*4) -o (*5) /cluster-N-final (*4) QuantizeVectors Lucene Index Solr post tool Solr Standard XML

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