Eric Michael Sumner
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View article: Design and manufacture of synthetic pinnæ for studying head-related transfer functions (HRTFs)
Design and manufacture of synthetic pinnæ for studying head-related transfer functions (HRTFs) Open
A major obstacle in investigating the relationship between the anthropometric properties of an individual’s pinnæ and their corresponding head-related transfer function (HRTF) is the inability to perform controlled experiments free from ot…
View article: Prediction of Head Related Transfer Functions Using Machine Learning Approaches
Prediction of Head Related Transfer Functions Using Machine Learning Approaches Open
The generation of a virtual, personal, auditory space to obtain a high-quality sound experience when using headphones is of great significance. Normally this experience is improved using personalized head-related transfer functions (HRTFs)…
View article: Replicating Human Sound Localization with a Multi-Layer Perceptron
Replicating Human Sound Localization with a Multi-Layer Perceptron Open
One of the key capabilities of the human sense of hearing is to determine the direction from which a sound is emanating, a task known as localization. This paper describes the derivation of a machine learning model which performs the same …
View article: Replicating Human Sound Localization with a Multi-Layer Perceptron
Replicating Human Sound Localization with a Multi-Layer Perceptron Open
One of the key capabilities of the human sense of hearing is to determine the direction from which a sound is emanating, a task known as localization. This paper describes the derivation of a machine learning model which performs the same …
View article: Speed-Up of Machine Learning for Sound Localization via High-Performance Computing
Speed-Up of Machine Learning for Sound Localization via High-Performance Computing Open
Sound localization is the ability of humans to determine the source direction of sounds that they hear. Emulating this capability in virtual environments can have various societally relevant applications enabling more realistic virtual aco…