Imkoniyati cheklangan shaxslar uchun intellektual yordamchi qurilmalar: Nutqni sintez qilish va tasvirni ovozga aylantirishning ilmiy‑nazariy asoslari
Keywords:
Nutqni sintez qilish, tasvirni ovozga aylantirish, sensory substitution, multimodal sun’iy intellekt, ko‘zi ojizlar, yordamchi texnologiyalarAbstract
Ushbu maqolada imkoniyati cheklangan shaxslar, xususan ko‘rish qobiliyati past yoki ko‘zi ojiz foydalanuvchilar uchun yaratilayotgan intellektual yordamchi qurilmalar rivoji, ularning ilmiy‑nazariy asoslari va amaliy imkoniyatlari yoritiladi. Nutqni sintez qilish (Text‑to‑Speech), tasvirni matnga aylantirish (Image Captioning), tasvirni bevosita ovozga o‘tkazish (Visual‑to‑Audio Sensory Substitution) va multimodal sun’iy intellekt texnologiyalarining zamonaviy yutuqlari tahlil qilinadi. Sensorli almashinuv tizimlari, chuqur o‘rganish modellarining afzalliklari, cheklovlari va qo‘llanish sohalari ko‘rsatib o‘tiladi. Maqola yordamchi texnologiyalarni rivojlantirishda zamonaviy ilmiy ishlanmalar, neyron tarmoqlar, tabiiy tilni qayta ishlash va kompyuter ko‘rish yutuqlarining ahamiyatini ochib beradi
References
1. Ronneberger O., Fischer P., Brox T. U-Net: Convolutional Networks for Biomedical Image Segmentation. – 2015.
2. Vinyals O., Toshev A., Bengio S., Erhan D. Show and Tell: A Neural Image Caption Generator. – CVPR, 2015.
3. Xu K., Ba J., Kiros R., et al. Show, Attend and Tell: Neural Image Caption Generation with Visual Attention. – ICML, 2016.
4. Graves A. Speech Synthesis with Deep Neural Networks. – 2013–2014.
5. Shen J., Pang R., Weiss R., et al. Natural TTS Synthesis by Conditioning Wavenet on Mel-Spectrogram Predictions (Tacotron 2). – 2018.
6. Meijer A. The vOICe: A Vision-to-Sound Sensory Substitution System. – 2000–2020.
7. Striem-Amit E., Guendelman M., Amedi A. Visual cortex activation by auditory substitution in blind subjects. – Neuron, 2012.
8. Ngiam J., Khosla A., Kim M., et al. Multimodal Deep Learning. – ICML, 2011.
9. Arxiv Team. Vision-to-Audio Transformation Using Deep Autoencoding Models. – ArXiv, 2019.
10. Electronic Travel Aids for the Blind: A Review. – Sensors Journal, 2000–2020.
