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Mr. Xiang Hao and Mr. Chenxiang Ma's paper entitle "When Audio Denoising  Meets Spiking Neural Network" has received the Best Paper Award at 2024 IEEE Conference on Artificial Intelligence

Jun 2024

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â–²Mr. Xiang HAO (1st left)

We are delighted to share that Mr. Xiang Hao and Mr. Chenxiang Ma's groundbreaking paper, titled "When Audio Denoising Meets Spiking Neural Network," has been honored with the Best Paper Award at the 2024 IEEE Conference on Artificial Intelligence (IEEE CAI).

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Their innovative research explores the application of spiking neural networks (SNNs) in audio denoising, leveraging brain-inspired architectures and computational principles to efficiently process and analyze audio signals. The paper introduces Spiking-FullSubNet, a cutting-edge, real-time audio denoising model based on SNN. The model incorporates a novel gated spiking neuron model (GSN) to effectively capture multi-scale temporal information, which is essential for achieving high-fidelity audio denoising. In addition to the architectural advancements, the authors propose the integration of GSNs within an optimized FullSubNet neural architecture, enabling efficient processing of full-band and sub-band frequencies while significantly reducing computational overhead. The paper also introduces a metric discriminator-based loss function that selectively enhances the desired performance metrics without compromising others. Empirical evaluations demonstrate the superior performance of Spiking-FullSubNet, which ranked as the winner of Track 1 (Algorithmic) of the Intel Neuromorphic Deep Noise Suppression Challenge.

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Conference Introduction: The IEEE Conference on Artificial Intelligence (CAI) is a prominent industry-organized event dedicated to artificial intelligence and its specific applications in various industries. The conference serves as a platform for connecting AI enterprise leaders, innovators, and stakeholders from industry, government, and start-ups. It aims to showcase the latest advancements in AI research and applications that have the potential to significantly impact industries and drive technological innovations. The IEEE CAI 2024 was held at Marina Bay Sands, Singapore from 25th to 27th June 2024, attracting over 600 participants representing a diverse range of organizations.

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