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כתבה arXiv cs.AI ·

אימות קרבה משפחתית באמצעות שמע

A New Transformer-Based Approach for Audio-Based Kinship Verification and a New Uncontrolled Mandarin Kinship Speech Dataset
חוקרים הציגו CONVTRAP-TN, ארכיטקטורה חדשה לאימות קרבה משפחתית באמצעות שמע. הם גם אספו מאגר נתונים חדש, ARKIN, המשקף תנאי הקלטה אמיתיים.
תקציר מקורי באנגליתarXiv:2609.14145v1 Announce Type: cross Abstract: Kinship verification is a task involving determining whether two individuals share a first-order kin relation. To tackle this task, we propose CONVTRAP-TN, a new architecture for audio-based kinship verification, and conduct an ablation study on the proposed model. To the best of our knowledge, we are the first to apply the successful transformer architecture to the task of audio-based kinship verification. Furthermore, we also collect a custom speech dataset, ARKIN, which accurately reflects everyday recording conditions. We do this because only a few speech datasets with kinship labels currently exist, all of which either source extremely noisy in-the-wild data from the internet, or instruct speakers to record in specific environments. Th
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