SISTEM ZA PRETRAGU SLIKA ZASNOVAN NA CLIP MODELU I VEKTORSKIM BAZAMA

Katarina Artukov

doi:10.24867/33BE02Artukov

Elektrotehničko i računarsko inženjerstvo

God. 40 Br. 12 (2025): Zbornik radova Fakulteta tehničkih nauka

SISTEM ZA PRETRAGU SLIKA ZASNOVAN NA CLIP MODELU I VEKTORSKIM BAZAMA

Katarina Artukov

33BE02Artukov

DOI:: https://doi.org/10.24867/33BE02Artukov
Predato: December 8, 2025
Objavljeno: 2026-02-18

Apstrakt

Ovim radom predstavljen je sistem za pretragu slika zasnovan na CLIP modelu i vektorskim bazama podataka, koji omogućava efikasnu pretragu vizuelnog sadržaja na osnovu tekstualnih ili slikovnih upita.

Reference

[1]openai.com, „https://openai.com/index/clip/ “
[Na mreži].
[2] pinecone.io, „https://www.pinecone.io/“
[Na mreži].
[3] J. R, „kaggle.com,“ [Na mreži]. Available: https://www.kaggle.com/datasets/hsankesara/flickr-image-dataset/data
[4] Radford, Alec, et al. "Learning transferable visual models from natural language supervision." International conference on machine learning. PMLR, 2021.
[5] Y. A. Malkov and D. A. Yashunin, “Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs,” IEEE transactions on pattern analysis and machine intelligence, vol. 42, no. 4, p. 824–836, 2018.

[1] [1]openai.com, „https://openai.com/index/clip/ “

[2] [Na mreži].

[3] [2] pinecone.io, „https://www.pinecone.io/“

[4] [Na mreži].

[5] [3] J. R, „kaggle.com,“ [Na mreži]. Available: https://www.kaggle.com/datasets/hsankesara/flickr-image-dataset/data

[6] [4] Radford, Alec, et al. "Learning transferable visual models from natural language supervision." International conference on machine learning. PMLR, 2021.

[7] [5] Y. A. Malkov and D. A. Yashunin, “Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs,” IEEE transactions on pattern analysis and machine intelligence, vol. 42, no. 4, p. 824–836, 2018.