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

References


  1. Lazebnik, Schmid, and Ponce. "Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories". CVPR 2006.

  2. Xu. "Introduction to Scene Classification". http://pages.cs.wisc.edu/~jiaxu/misc/llc-lecture.pdf

  3. Wang, Yang, Yu, Lv, Huang, and Gong. "Locality-constrained Linear Coding for Image Classification". CVPR 2010.

  4. B V V Sri Raj Dutt, Pulkit Agrawal, and Sushoban Nayak. "Scene Classification in Images".