PYTHON DASTURLASH TILIDA TASVIRLARGA ISHLOV BERISH VA SUN’IY YARATISH KUTUBXONALARINI TAHLIL QILISH
Keywords:
Kalit so‘zlar: tasvirlarga ishlov berish, sun’iy tasvir yaratish, Python, Computer Vision, Deep Learning.Abstract
Annotatsiya. Raqamli tasvirlarni qayta ishlash va sun’iy tasvirlar yaratish zamonaviy sun’iy intellekt tizimlarining muhim yo‘nalishlaridan biridir. Python dasturlash tili keng kutubxonalar ekotizimi va ilmiy hisoblash imkoniyatlari sababli kompyuter ko‘rish hamda generativ sun’iy intellekt sohalarida yetakchi vosita hisoblanadi. Ushbu maqolada Python muhitida tasvirlarga ishlov berish va sun’iy tasvir yaratish uchun qo‘llaniladigan kutubxonalar imkoniyatlari tahlil qilinadi.
References
[1] R. C. Gonzalez and R. E. Woods, Digital Image Processing, 4th ed. New York, NY, USA: Pearson, 2018.
[2] G. Bradski and A. Kaehler, Learning OpenCV: Computer Vision with the OpenCV Library. Sebastopol, CA, USA: O’Reilly Media, 2008.
[3] OpenCV Development Team, “OpenCV Documentation,” OpenCV.org, 2024. [Online]. Available: https://opencv.org
[4] F. Pedregosa et al., “Scikit-learn: Machine Learning in Python,” Journal of Machine Learning Research, vol. 12, pp. 2825–2830, 2011.
[5] A. Paszke et al., “PyTorch: An Imperative Style, High-Performance Deep Learning Library,” in Proc. Advances in Neural Information Processing Systems (NeurIPS), 2019, pp. 8024–8035.
[6] M. Abadi et al., “TensorFlow: Large-Scale Machine Learning on Heterogeneous Systems,” Google Research, 2016. [Online]. Available: https://www.tensorflow.org
[7] I. Goodfellow et al., “Generative Adversarial Nets,” in Proc. Advances in Neural Information Processing Systems (NeurIPS), 2014, pp. 2672–2680.
[8] R. Rombach et al., “High-Resolution Image Synthesis with Latent Diffusion Models,” in Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022, pp. 10684–10695.
[9] J. D. Hunter, “Matplotlib: A 2D Graphics Environment,” Computing in Science & Engineering, vol. 9, no. 3, pp. 90–95, 2007.
[10] Hugging Face Inc., “Diffusers Library Documentation,” 2024. [Online]. Available: https://huggingface.co/docs/diffusers.
