Event-based vision: A survey

G Gallego, T Delbrück, G Orchard… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Event cameras are bio-inspired sensors that differ from conventional frame cameras: Instead
of capturing images at a fixed rate, they asynchronously measure per-pixel brightness …

Event-based simultaneous localization and mapping: A comprehensive survey

K Huang, S Zhang, J Zhang, D Tao - arXiv preprint arXiv:2304.09793, 2023 - arxiv.org
In recent decades, visual simultaneous localization and mapping (vSLAM) has gained
significant interest in both academia and industry. It estimates camera motion and …

Aegnn: Asynchronous event-based graph neural networks

S Schaefer, D Gehrig… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
The best performing learning algorithms devised for event cameras work by first converting
events into dense representations that are then processed using standard CNNs. However …

Learning to detect objects with a 1 megapixel event camera

E Perot, P De Tournemire, D Nitti… - Advances in Neural …, 2020 - proceedings.neurips.cc
Event cameras encode visual information with high temporal precision, low data-rate, and
high-dynamic range. Thanks to these characteristics, event cameras are particularly suited …

Graph-based asynchronous event processing for rapid object recognition

Y Li, H Zhou, B Yang, Y Zhang, Z Cui… - Proceedings of the …, 2021 - openaccess.thecvf.com
Different from traditional video cameras, event cameras capture asynchronous events
stream in which each event encodes pixel location, trigger time, and the polarity of the …

Sparser spiking activity can be better: Feature refine-and-mask spiking neural network for event-based visual recognition

M Yao, H Zhang, G Zhao, X Zhang, D Wang, G Cao… - Neural Networks, 2023 - Elsevier
Event-based visual, a new visual paradigm with bio-inspired dynamic perception and μ s
level temporal resolution, has prominent advantages in many specific visual scenarios and …

Fast image reconstruction with an event camera

C Scheerlinck, H Rebecq, D Gehrig… - Proceedings of the …, 2020 - openaccess.thecvf.com
Event cameras are powerful new sensors able to capture high dynamic range with
microsecond temporal resolution and no motion blur. Their strength is detecting brightness …

Event-based asynchronous sparse convolutional networks

N Messikommer, D Gehrig, A Loquercio… - Computer Vision–ECCV …, 2020 - Springer
Event cameras are bio-inspired sensors that respond to per-pixel brightness changes in the
form of asynchronous and sparse “events”. Recently, pattern recognition algorithms, such as …

Event transformer. a sparse-aware solution for efficient event data processing

A Sabater, L Montesano… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Event cameras are sensors of great interest for many applications that run in low-resource
and challenging environments. They log sparse illumination changes with high temporal …

Hierarchical neural memory network for low latency event processing

R Hamaguchi, Y Furukawa, M Onishi… - Proceedings of the …, 2023 - openaccess.thecvf.com
This paper proposes a low latency neural network architecture for event-based dense
prediction tasks. Conventional architectures encode entire scene contents at a fixed rate …