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SPHERE: A Multi-Attribute No-Reference metric for Binaural Speech Quality And Spatial Fidelity
Bala Manikya Prasad Puram, Chandan K A Reddy, Artem Dementyev
In this paper, we introduce SPHERE (Spatial and Perceptual Human Evaluation and Rating Estimator), a multidimensional no-reference perceptual evaluation framework for binaural spee…
SEA-LM: Egocentric Spatial Audio Understanding for Wearable Microphone Arrays
Sonal Kumar, Sinan Hersek, Artem Dementyev +6
Embodied, ego-centric intelligence fundamentally requires the ability to comprehend spatial audio within complex environments. While large audio-language models excel at mono-chann…
PhaseCoder: Microphone Geometry-Agnostic Spatial Audio Understanding for Multimodal LLMs
Artem Dementyev, Wazeer Zulfikar, Sinan Hersek +3
Current multimodal LLMs process audio as a mono stream, ignoring the rich spatial information essential for embodied AI. Existing spatial audio models, conversely, are constrained…
Towards Sub-millisecond Latency Real-Time Speech Enhancement Models on Hearables
Artem Dementyev, Chandan K. A. Reddy, Scott Wisdom +3
Low latency models are critical for real-time speech enhancement applications, such as hearing aids and hearables. However, the sub-millisecond latency space for resource-constrain…