WebMar 1, 2024 · In the field of speaker recognition, literature [18–20] employed a combination of MFCC features and deep learning to realize speaker recognition. El-Moneim et al. [21] and Jahangir et al. [22] scrutinized the feasibility of the MFCC feature in text-independent voiceprint recognition, which played an enlightening role in the application of ...
Text-Independent Speaker Recognition Using Deep Learning
WebOct 18, 2024 · Speaker recognition based on deep learning: an overview. Neural Networks. Cited by: §1. [2] H. Bredin (2024) Tristounet: triplet loss for speaker turn embedding. In ICASSP, pp. 5430–5434. Cited by: §1, §1, §2.2. [3] W. Cai, J. Chen, and M. Li (2024) Exploring the encoding layer and loss function in end-to-end speaker and … WebPresenting state-of-the-art machine learning techniques for speaker recognition and featuring a range of probabilistic models, learning algorithms, case studies, and new trends and directions for speaker … pots and fountains
High-Level CNN and Machine Learning Methods for Speaker Recognition
WebIntroduction. The approach used in this example for speaker identification is shown in the diagram. Pitch and MFCC are extracted from speech signals recorded for 10 speakers. These features are used to train a K-nearest neighbor (KNN) classifier. Then, new speech signals that need to be classified go through the same feature extraction. WebIn this paper, we present a longitudinal study of speaker recognition datasets used for training and evaluation from 2012 to 2024. We survey close to 700 papers to investigate community adoption of datasets and changes in usage over a crucial time period where speaker recognition approaches transitioned to the widespread adoption of deep neural ... WebSpeaker Recognition. 79 papers with code • 1 benchmarks • 75 datasets. Speaker Recognition is the process of identifying or confirming the identity of a person given his speech segments. Source: Margin Matters: Towards More Discriminative Deep Neural Network Embeddings for Speaker Recognition. pots and food