Imagen de Portada

DIN-CTS: Low-Complexity Depthwise-Inception Neural Network with Contrastive Training Strategy for Deepfake Speech Detection

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Pham, Lam, Tran, Dat, Lam, Phat, Skopik, Florian, Schindler, Alexander, Poletti, Silvia, Fischinger, David, Boyer, Martin
Formato:	Preprint
Publicado:	2025
Materias:	Sound Cryptography and Security Audio and Speech Processing
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection
por: Pham, Lam, et al.
Publicado: (2024)

Aud-Sur: An Audio Analyzer Assistant for Audio Surveillance Applications
por: Lam, Phat, et al.
Publicado: (2025)

The Impact of Frequency Bands on Acoustic Anomaly Detection of Machines using Deep Learning Based Model
por: Nguyen, Tin, et al.
Publicado: (2024)

Deepfake Audio Detection Using Spectrogram-based Feature and Ensemble of Deep Learning Models
por: Pham, Lam, et al.
Publicado: (2024)

A Toolchain for Comprehensive Audio/Video Analysis Using Deep Learning Based Multimodal Approach (A use case of riot or violent context detection)
por: Pham, Lam, et al.
Publicado: (2024)

Continuous Learning of Transformer-based Audio Deepfake Detection
por: Le, Tuan Duy Nguyen, et al.
Publicado: (2024)

SNIPER Training: Single-Shot Sparse Training for Text-to-Speech
por: Lam, Perry, et al.
Publicado: (2022)

MAGE: A Coarse-to-Fine Speech Enhancer with Masked Generative Model
por: Pham, The Hieu, et al.
Publicado: (2025)

XLSR-Kanformer: A KAN-Intergrated model for Synthetic Speech Detection
por: Dat, Phuong Tuan, et al.
Publicado: (2025)

Source Verification for Speech Deepfakes
por: Negroni, Viola, et al.
Publicado: (2025)

AsyncSwitch: Asynchronous Text-Speech Adaptation for Code-Switched ASR
por: Nguyen, Tuan, et al.
Publicado: (2025)

Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models
por: Phuong, Tuan Dat, et al.
Publicado: (2025)

Unmasking Deepfakes: Leveraging Augmentations and Features Variability for Deepfake Speech Detection
por: Rimon, Inbal, et al.
Publicado: (2025)

Towards Unsupervised Speaker Diarization System for Multilingual Telephone Calls Using Pre-trained Whisper Model and Mixture of Sparse Autoencoders
por: Lam, Phat, et al.
Publicado: (2024)

Comparative Analysis of ASR Methods for Speech Deepfake Detection
por: Salvi, Davide, et al.
Publicado: (2024)

From Sharpness to Better Generalization for Speech Deepfake Detection
por: Huang, Wen, et al.
Publicado: (2025)

Compact Speech Translation Models via Discrete Speech Units Pretraining
por: Lam, Tsz Kin, et al.
Publicado: (2024)

SynHate: Detecting Hate Speech in Synthetic Deepfake Audio
por: Ranjan, Rishabh, et al.
Publicado: (2025)

Phoneme-Level Analysis for Person-of-Interest Speech Deepfake Detection
por: Salvi, Davide, et al.
Publicado: (2025)

Qwen vs. Gemma Integration with Whisper: A Comparative Study in Multilingual SpeechLLM Systems
por: Nguyen, Tuan, et al.
Publicado: (2025)

Emotion-Coherent Speech Data Augmentation and Self-Supervised Contrastive Style Training for Enhancing Kids's Story Speech Synthesis
por: Chung, Raymond
Publicado: (2026)

PartialEdit: Identifying Partial Deepfakes in the Era of Neural Speech Editing
por: Zhang, You, et al.
Publicado: (2025)

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection
por: Kim, Taewoo, et al.
Publicado: (2025)

Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection
por: Viakhirev, Ivan, et al.
Publicado: (2025)

Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection
por: Salvi, Davide, et al.
Publicado: (2024)

SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods
por: Huang, Wen, et al.
Publicado: (2025)

Audio Deepfake Detection in the Age of Advanced Text-to-Speech models
por: Singh, Robin, et al.
Publicado: (2026)

Multimodal Zero-Shot Framework for Deepfake Hate Speech Detection in Low-Resource Languages
por: Ranjan, Rishabh, et al.
Publicado: (2025)

ASASVIcomtech: The Vicomtech-UGR Speech Deepfake Detection and SASV Systems for the ASVspoof5 Challenge
por: Martín-Doñas, Juan M., et al.
Publicado: (2024)

CodecFake+: A Large-Scale Neural Audio Codec-Based Deepfake Speech Dataset
por: Chen, Xuanjun, et al.
Publicado: (2025)

Environmental Sound Deepfake Detection Using Deep-Learning Framework
por: Pham, Lam, et al.
Publicado: (2026)

SCOREQ: Speech Quality Assessment with Contrastive Regression
por: Ragano, Alessandro, et al.
Publicado: (2024)

Noise-Aware Speech Separation with Contrastive Learning
por: Zhang, Zizheng, et al.
Publicado: (2023)

A General Model for Deepfake Speech Detection: Diverse Bonafide Resources or Diverse AI-Based Generators
por: Pham, Lam, et al.
Publicado: (2026)

BiCrossMamba-ST: Speech Deepfake Detection with Bidirectional Mamba Spectro-Temporal Cross-Attention
por: Kheir, Yassine El, et al.
Publicado: (2025)

VoiceDiT: Dual-Condition Diffusion Transformer for Environment-Aware Speech Synthesis
por: Jung, Jaemin, et al.
Publicado: (2024)

SIGNL: A Label-Efficient Audio Deepfake Detection System via Spectral-Temporal Graph Non-Contrastive Learning
por: Febrinanto, Falih Gozi, et al.
Publicado: (2025)

Enhancing Generalization in Audio Deepfake Detection: A Neural Collapse based Sampling and Training Approach
por: Yousif, Mohammed, et al.
Publicado: (2024)

AudioRepInceptionNeXt: A lightweight single-stream architecture for efficient audio recognition
por: Lau, Kin Wai, et al.
Publicado: (2024)

CodecFake: Enhancing Anti-Spoofing Models Against Deepfake Audios from Codec-Based Speech Synthesis Systems
por: Wu, Haibin, et al.
Publicado: (2024)