Synthesized Speech Detection Using Convolutional Transformer-Based Spectrogram Analysis

Author:

Bartusiak Emily R.1,Delp Edward J.1

Affiliation:

1. Purdue University,Video and Image Processing Lab (VIPER) School of Electrical and Computer Engineering,West Lafayette,IN,USA

Funder

Air Force Research Laboratory

Publisher

IEEE

Reference39 articles.

1. We Need No Pixels: Video Manipulation Detection Using Stream Descriptors;güera;Proceedings of the International Conference on Machine Learning Synthetic-Realities Deep Learning for Detecting AudioVisual Fakes Workshop,2019

2. Splicing Detection and Localization In Satellite Imagery Using Conditional GANs

3. Probabilistic Discriminative Models;bishop;Pattern Recognition and Machine Learning,2005

4. Support-vector networks

5. Nearest neighbor pattern classification

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1. PS3DT: Synthetic Speech Detection Using Patched Spectrogram Transformer;2023 International Conference on Machine Learning and Applications (ICMLA);2023-12-15

2. Transformer Ensemble for Synthesized Speech Detection;2023 57th Asilomar Conference on Signals, Systems, and Computers;2023-10-29

3. FGSSAT : Unsupervised Fine-Grain Attribution of Unknown Speech Synthesizers Using Transformer Networks;2023 57th Asilomar Conference on Signals, Systems, and Computers;2023-10-29

4. Robust Deepfake Audio Detection via Bi-Level Optimization;2023 IEEE 25th International Workshop on Multimedia Signal Processing (MMSP);2023-09-27

5. Synthetic Speech Attribution: Highlights From the IEEE Signal Processing Cup 2022 Student Competition [SP Competitions];IEEE Signal Processing Magazine;2023-09

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