CS 766 Assignment 3: Locality-constrained Linear Coding for Scene Classification

 Saikat R. Gomes (saikat@cs.wisc.edu) & Stephen Lazzaro (slazzaro@cs.wisc.edu)

Contents

  1. Introduction
  2. Hard Code Word
    1. Results
  3. Locality-constrained Linear
    1. Results
  4. Grid Search
  5. Sequential Hierarchy Classifier
    1. Manually assigned clusters
      1. Results
    2. Clusters from K-means
      1. Results
  6. Other Dataset Evaluation
    1. Birds
    2. Butterflies
  7. Other Experiments
    1. Results
  8. Scene Datasets
  9. Code
  10. Git Logs
  11. References

Manually Assigned Clusters

In the first level we manually assumed they were broadly 2 general types of scenes:
  1. Outdoor Scenes
  2. Indoor Scenes
The Images were first classified as Outdoors or Indoor with a trained model and then further classification was done with new models learned.