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Devoted to experiments on using the Kmeans++ to estimate dimension

Jupyter Notebook 99.77% Python 0.23%

dimensionalityestimation's Introduction

DimensionalityEstimation

Devoted to experiments on using the Kmeans++ to estimate dimension

src: Source Directory

  • get_read_videos Code to download videos from a youtube list and to then load each frame into a numpy array using open-cv
  • FaceDetection Code to transform a video of an announcer (here colbert) into a sequence of np.arrays containing 300x300 BW/windows
    • detect face locations in using boosted haar (standard in open-cv)
    • Form tracks here the face is moving smoothly from frame to frame
    • estimate the skin color and trim the non-skin parts, translate the image into BW
  • kmeans++
  • Spark-KMeans++

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