shahpratham / image_grouping Goto Github PK

• Debug the code

• Test on sample i/o for features from internet

• Look for global minima instead of local minima by randomly running it at different points 3-4 times

• Generalize the code from 2d to nd data points

• Determine how many k-means iterations are required (t)

• Optimize code from O(nkt) to O(nk)

The scikit script is not working.
The opencv one does.

• Learn about features

• Extract features using ORB

• Clustering by K-means

• Make summary on 2 research papers
  Research_on_k-means_Clustering_Algorithm
  ORB_an_efficient_alternative_to_SIFT_or_SURF

• Dual Boot

• Complete ORB research paper

• Start with K-mean code

• Optimize & generalize code for all test cases

• How to find optimum value of k