DC Field | Value | Language |
---|---|---|
dc.contributor.author | Hwang, Gunpil | ko |
dc.contributor.author | Kim, Seohyeon | ko |
dc.contributor.author | Bae, Hyeon-Min | ko |
dc.date.accessioned | 2023-06-22T10:00:11Z | - |
dc.date.available | 2023-06-22T10:00:11Z | - |
dc.date.created | 2023-06-08 | - |
dc.date.created | 2023-06-08 | - |
dc.date.issued | 2019-12 | - |
dc.identifier.citation | 33rd Annual Conference on Neural Information Processing Systems, NeurIPS 2019 | - |
dc.identifier.issn | 1049-5258 | - |
dc.identifier.uri | http://hdl.handle.net/10203/308070 | - |
dc.description.abstract | In this paper, a bat-inspired high-resolution ultrasound 3D imaging system is presented. Live bats demonstrate that the properly used ultrasound can be used to perceive 3D space. With this in mind, a neural network referred to as a Bat-G network is implemented to reconstruct the 3D representation of target objects from the hyperbolic FM (HFM) chirped ultrasonic echoes. The Bat-G network consists of an encoder emulating a bat's central auditory pathway, and a 3D graphical visualization decoder. For the acquisition of the ultrasound data, a custom-made Bat-I sensor module is used. The Bat-G network shows the uniform 3D reconstruction results and achieves precision, recall, and F1-score of 0.896, 0.899, and 0.895, respectively. The experimental results demonstrate the implementation feasibility of a high-resolution non-optical sound-based imaging system being used by live bats. The project web page (https://sites.google.com/view/batgnet) contains additional content summarizing our research. | - |
dc.language | English | - |
dc.publisher | Neural information processing systems foundation | - |
dc.title | Bat-G net: Bat-inspired high-resolution 3D image reconstruction using ultrasonic echoes | - |
dc.type | Conference | - |
dc.identifier.wosid | 000534424303068 | - |
dc.identifier.scopusid | 2-s2.0-85090178159 | - |
dc.type.rims | CONF | - |
dc.citation.publicationname | 33rd Annual Conference on Neural Information Processing Systems, NeurIPS 2019 | - |
dc.identifier.conferencecountry | CN | - |
dc.identifier.conferencelocation | Vancouver | - |
dc.contributor.localauthor | Bae, Hyeon-Min | - |
dc.contributor.nonIdAuthor | Hwang, Gunpil | - |
dc.contributor.nonIdAuthor | Kim, Seohyeon | - |
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