This paper investigates the effectiveness of quantization techniques for speaker verification models on resource-constrained Android devices. Tiny-SV-CNN and EdgeSpeakerCNN-AAM were trained on VoxCeleb1, evaluated using the VoxCeleb1-O protocol, and deployed on a Samsung A04 smartphone with TensorFlow Lite. Experimental results show that INT8 significantly reduces the model size of Tiny-SV-CNN, while FP16 preserves the accuracy of EdgeSpeakerCNN-AAM with nearly 50% model size reduction. The study provides practical guidelines for selecting appropriate deployment formats for edge AI applications.
| Mualliflar | Nurimov, Parakhat |
|---|---|
| Jurnal | Al-Farg'oniy avlodlari |
| Nashriyot | ТАТУ Фарғона филиали |
| ISSN | 2181-4252 |
| Nashr sanasi | 2026-07-19 |
| Son | 3 |
| Betlar | 44-48 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-08-26 |
Speaker Verification, Android, TensorFlow Lite, kvantlash, FP16, INT8, Edge AI, Tiny-SV-CNN, AAM-Softmax, Speaker Verification,Android,TensorFlow Lite,quantization,FP16,INT8,Edge AI,Tiny-SV-CNN,AAM-Softmax
| APA | Nurimov, Parakhat (2026). Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices. Al-Farg'oniy avlodlari, (3), 44-48. https://al-fargoniy.uz/index.php/journal/article/view/1230 |
|---|---|
| GOST (OAK) | Nurimov, Parakhat Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices // Al-Farg'oniy avlodlari. – 2026. – № 3. – P. 44-48. |
| MLA | Nurimov, Parakhat. “Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices.” Al-Farg'oniy avlodlari, (3), 44-48, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1230 |
| Chicago | Nurimov, Parakhat. “Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices.” Al-Farg'oniy avlodlari, (3), 44-48 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1230 |
| Harvard | Nurimov, Parakhat (2026) ‘Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices’, Al-Farg'oniy avlodlari, (3), 44-48. https://al-fargoniy.uz/index.php/journal/article/view/1230 |
| BibTeX | @article{nurimovparakhat2026,
title = {Optimization and Practical Evaluation of Speaker Verification Models for Resource-Constrained Devices},
author = {Nurimov, Parakhat},
journal = {Al-Farg'oniy avlodlari},
year = {2026},
number = {3},
pages = {44-48},
url = {https://al-fargoniy.uz/index.php/journal/article/view/1230}
} |
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