https://github.com/anthonyrouss/image-analysis-project

A university assignment implementing unsupervised hypergraph-based manifold ranking for image analysis.
https://github.com/anthonyrouss/image-analysis-project

image-analysis multimedia-retrieval python

Last synced: 29 days ago
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A university assignment implementing unsupervised hypergraph-based manifold ranking for image analysis.

• Host: GitHub
• URL: https://github.com/anthonyrouss/image-analysis-project
• Owner: anthonyrouss
• License: gpl-3.0
• Created: 2024-01-24T17:12:06.000Z (10 months ago)
• Default Branch: main
• Last Pushed: 2024-02-22T19:56:08.000Z (9 months ago)
• Last Synced: 2024-02-23T22:23:48.575Z (9 months ago)
• Topics: image-analysis, multimedia-retrieval, python
• Language: Python
• Homepage:
• Size: 24.4 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Image Analysis Assignment

This project is an implementation of image analysis techniques inspired by the paper "Multimedia Retrieval through Unsupervised Hypergraph-based Manifold Ranking". The goal is to explore and apply unsupervised hypergraph-based manifold ranking for image retrieval tasks.

## Experiment Results

Our dataset consisted of images categorized into two classes: cats (label=0) and dogs (label=1).







## Special thanks to

- [John Vlamis](https://github.com/johnvl02)

- [Konstantinos Loizidis](https://github.com/kostas96674)

## References

- D. C. G. Pedronette, L. P. Valem, J. Almeida and R. da S. Torres, "Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking." *IEEE transactions on image processing : a publication of the IEEE Signal Processing Society.* DOI: 10.1109/TIP.2019.2920526.