Comparison of signature-based and semantic similarity models
| Thesis title in Czech: | Porovnání signaturových a sémantických podobnostních modelů |
|---|---|
| Thesis title in English: | Comparison of signature-based and semantic similarity models |
| Key words: | CNN deskriptory, barevné signatury, vyhledávání v obrázcích, podobnostní vyhledávání |
| English key words: | CNN descriptors, color signatures, image retrieval, similarity search |
| Academic year of topic announcement: | 2015/2016 |
| Thesis type: | Bachelor's thesis |
| Thesis language: | angličtina |
| Department: | Department of Software Engineering (32-KSI) |
| Supervisor: | doc. RNDr. Jakub Lokoč, Ph.D. |
| Author: | hidden - assigned and confirmed by the Study Dept. |
| Date of registration: | 05.11.2015 |
| Date of assignment: | 05.11.2015 |
| Confirmed by Study dept. on: | 24.11.2015 |
| Date and time of defence: | 06.09.2017 00:00 |
| Date of electronic submission: | 24.07.2017 |
| Date of submission of printed version: | 21.07.2017 |
| Date of proceeded defence: | 06.09.2017 |
| Opponents: | RNDr. František Mráz, CSc. |
| Guidelines |
| Autor práce porovná na několika doménách známé podobnostní modely založené na barevných signaturách a modely založené na sémantických deskriptorech z konvolučních neuronových sítí. Kromě porovnání těchto modelů autor integruje barevné signaturové modely do knihovny open CV a dále navrhne a implementuje .NET knihovnu pro práci s populární konvoluční neuronovou sítí AlexNet. |
| References |
| M. Kruliš, J. Lokoč, and T. Skopal. Efficient extraction of clustering-based feature signatures using gpu architectures. Multimedia Tools and Applications, pages 1-33, 2015.
C. Beecks, M. S. Uysal, and T. Seidl. Signature quadratic form distance. In Proceedings of the ACM International Conference on Image and Video Retrieval, CIVR '10, pages 438-445, 2010. A. Krizhevsky, I. Sutskever, and G. E. Hinton. Imagenet classification with deep convolutional neural networks. Advances in Neural Information Processing Systems 25: Proceedings of 26th Annual Conference on Neural Information Processing Systems, pages 1097-1105, 2012. D. Novak, M. Batko, and P. Zezula. Large-scale similarity data management with distributed metric index. Inf. Process. Manage., 48(5):855-872, 2012. P. Zezula, G. Amato, V. Dohnal, and M. Batko. Similarity Search: The Metric Space Approach, volume 32 of Advances in Database Systems. Springer US, 2006. |