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Radio fingerprinting provides a reliable and energy-efficient IoT authentication strategy. By mapping inputs onto a very large feature space, deep learning algorithms can be trained to fingerprint large populations of devices operating…

The explosive growth of multimedia content in the digital economy era has brought challenges in content recognition, copyright protection, and data management. As an emerging content management technology, perceptual hash-based digital…

多媒体 · 计算机科学 2024-08-27 Wendi Chen , Wensheng Gan , Philip S. Yu

Music discovery services let users identify songs from short mobile recordings. These solutions are often based on Audio Fingerprinting, and rely more specifically on the extraction of spectral peaks in order to be robust to a number of…

声音 · 计算机科学 2022-12-23 Kamil Akesbi

Smart TVs implement a unique tracking approach called Automatic Content Recognition (ACR) to profile viewing activity of their users. ACR is a Shazam-like technology that works by periodically capturing the content displayed on a TV's…

密码学与安全 · 计算机科学 2024-09-11 Gianluca Anselmi , Yash Vekaria , Alexander D'Souza , Patricia Callejo , Anna Maria Mandalari , Zubair Shafiq

This work combined different audio features to obtain a more robust fingerprint to be used in a music recommendation process. The combination of these methods resulted in a high-dimensional vector. To reduce the number of values, PCA was…

音频与语音处理 · 电气工程与系统科学 2023-12-07 Diego Saldaña Ulloa

In the past few years, it has been shown that deep learning systems are highly vulnerable under attacks with adversarial examples. Neural-network-based automatic speech recognition (ASR) systems are no exception. Targeted and untargeted…

音频与语音处理 · 电气工程与系统科学 2024-11-07 Matías Pizarro , Dorothea Kolossa , Asja Fischer

Audio DeepFakes are utterances generated with the use of deep neural networks. They are highly misleading and pose a threat due to use in fake news, impersonation, or extortion. In this work, we focus on increasing accessibility to the…

声音 · 计算机科学 2022-10-13 Piotr Kawa , Marcin Plata , Piotr Syga

Automatic Speech Recognition (ASR) systems must be robust to the myriad types of noises present in real-world environments including environmental noise, room impulse response, special effects as well as attacks by malicious actors…

声音 · 计算机科学 2024-09-26 Muhammad A. Shah , Bhiksha Raj

Automatic chord recognition (ACR) extracts time-aligned chord labels from music audio recordings. Despite recent advances, ACR still struggles with oversegmentation, data scarcity, and imbalance, especially in recognizing complex chords…

声音 · 计算机科学 2026-04-28 Leekyung Kim , Jonghun Park

Building hardware security primitives with on-device memory fingerprints is a compelling proposition given the ubiquity of memory in electronic devices, especially for low-end Internet of Things devices for which cryptographic modules are…

密码学与安全 · 计算机科学 2022-11-08 Yansong Gao , Yang Su , Surya Nepal , Damith C. Ranasinghe

The rapid advancement of spoofing algorithms necessitates the development of robust detection methods capable of accurately identifying emerging fake audio. Traditional approaches, such as finetuning on new datasets containing these novel…

声音 · 计算机科学 2023-06-16 Xiaohui Zhang , Jiangyan Yi , Jianhua Tao , Chenlong Wang , Le Xu , Ruibo Fu

Automated Audio Captioning (AAC) aims to develop systems capable of describing an audio recording using a textual sentence. In contrast, Audio-Text Retrieval (ATR) systems seek to find the best matching audio recording(s) for a given…

计算与语言 · 计算机科学 2023-08-30 Etienne Labbé , Thomas Pellegrini , Julien Pinquier

Automatic Speech Recognition services (ASRs) inherit deep neural networks' vulnerabilities like crafted adversarial examples. Existing methods often suffer from low efficiency because the target phases are added to the entire audio sample,…

声音 · 计算机科学 2022-02-14 Yuantian Miao , Chao Chen , Lei Pan , Jun Zhang , Yang Xiang

Audio fingerprinting converts audio to much lower-dimensional representations, allowing distorted recordings to still be recognized as their originals through similar fingerprints. Existing deep learning approaches rigidly fingerprint…

声音 · 计算机科学 2026-03-26 Hongjie Chen , Hanyu Meng , Huimin Zeng , Ryan A. Rossi , Lie Lu , Josh Kimball

Deep neural networks provide effective solutions to small-footprint keyword spotting (KWS). However, if training data is limited, it remains challenging to achieve robust and highly accurate KWS in real-world scenarios where unseen sounds…

音频与语音处理 · 电气工程与系统科学 2021-07-14 Menglong Xu , Shengqiang Li , Chengdong Liang , Xiao-Lei Zhang

Fingerprint authentication has been extensively employed in contemporary identity verification systems owing to its rapidity and cost-effectiveness. Due to its widespread use, fingerprint leakage may cause sensitive information theft,…

密码学与安全 · 计算机科学 2024-04-16 Man Zhou , Shuao Su , Qian Wang , Qi Li , Yuting Zhou , Xiaojing Ma , Zhengxiong Li

Latent fingerprint enhancement is an essential pre-processing step for latent fingerprint identification. Most latent fingerprint enhancement methods try to restore corrupted gray ridges/valleys. In this paper, we propose a new method that…

计算机视觉与模式识别 · 计算机科学 2022-06-28 Yanming Zhu , Xuefei Yin , Jiankun Hu

The performance of voice-controlled systems is usually influenced by accented speech. To make these systems more robust, the frontend accent recognition (AR) technologies have received increased attention in recent years. As accent is a…

音频与语音处理 · 电气工程与系统科学 2021-05-06 Zhan Zhang , Xi Chen , Yuehai Wang , Jianyi Yang

Efficient face detection is critical to provide natural human-robot interactions. However, computer vision tends to involve a large computational load due to the amount of data (i.e. pixels) that needs to be processed in a short amount of…

音频与语音处理 · 电气工程与系统科学 2024-03-19 William Aris , François Grondin

PRNU-based image processing is a key asset in digital multimedia forensics. It allows for reliable device identification and effective detection and localization of image forgeries, in very general conditions. However, performance impairs…

计算机视觉与模式识别 · 计算机科学 2020-01-20 Davide Cozzolino , Francesco Marra , Diego Gragnaniello , Giovanni Poggi , Luisa Verdoliva