@inproceedings{d3257f67c0e747b89e0dbfa69db6576a,
title = "Adaptive Attention with a Neuromorphic Hybrid Frame and Event-based Camera.",
abstract = "Neuromorphic (brain-inspired) cameras communicate transients in luminance as events, supporting high frame rate, fine temporal resolution, high dynamic range, no motion blur, high signal-To-noise ratio, and power-efficient vision systems. Here, we used a hybrid camera, neuromorphically enhancing frame-based vision with event-driven motion-sensitive adaptive attention. We used spatial-memory and event-driven salient maps to direct a frame camera toward attentive zones. We further implemented a dynamic tolerance mechanism with which attentional zones reallocate, supporting a multiple-object attentional load. Finally, we enhanced our hybrid imaging system using an automatic segmentation performed in fixed time intervals on event-based reconstructed frames, allowing efficient derivation of attentive areas. This hybrid approach demonstrates an efficient coverage of a large field of view.",
keywords = "attentive clustering, DeepLabV3, dynamic vision sensors, Event-based cameras, FireNet, MVSEC",
author = "Avinoam Bitton and Duwek, {Hadar Cohen} and Tsur, {Elishai Ezra}",
note = "DBLP License: DBLP's bibliographic metadata records provided through http://dblp.org/ are distributed under a Creative Commons CC0 1.0 Universal Public Domain Dedication. Although the bibliographic metadata records are provided consistent with CC0 1.0 Dedication, the content described by the metadata records is not. Content may be subject to copyright, rights of privacy, rights of publicity and other restrictions.; 21st IEEE International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2022 ; Conference date: 08-12-2022 Through 10-12-2022",
year = "2022",
doi = "10.1109/ICCICC57084.2022.10100741",
language = "American English",
series = "Proceedings of 2022 IEEE 21st International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2022",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "242--247",
editor = "Yingxu Wang and Plataniotis, {Konstantin N.} and Bernard Widrow and Witold Pedrycz and Witold Kinsner and Petros Spachos and Sam Kwong",
booktitle = "Proceedings of 2022 IEEE 21st International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2022",
address = "United States",
}