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Motion perception is a critical capability determining a variety of aspects of insects' life, including avoiding predators, foraging and so forth. A good number of motion detectors have been identified in the insects' visual pathways.…

Computer Vision and Pattern Recognition · Computer Science 2019-04-04 Qinbing Fu , Hongxin Wang , Cheng Hu , Shigang Yue

Inspired by insects' visual brains, this paper presents original modelling of a complementary visual neuronal systems model for real-time and robust collision sensing. Two categories of wide-field motion sensitive neurons, i.e., the lobula…

Robotics · Computer Science 2020-06-12 Qinbing Fu , Shigang Yue

Collision detection is one of the most challenging tasks for Unmanned Aerial Vehicles (UAVs). This is especially true for small or micro UAVs, due to their limited computational power. In nature, flying insects with compact and simple…

Artificial Intelligence · Computer Science 2021-04-20 Jiannan Zhao , Hongxin Wang , Shigang Yue

This paper presents a Dynamic Vision Sensor (DVS) based system for reasoning about high speed motion. As a representative scenario, we consider the case of a robot at rest reacting to a small, fast approaching object at speeds higher than…

Computer Vision and Pattern Recognition · Computer Science 2022-10-12 Anthony Bisulco , Fernando Cladera Ojeda , Volkan Isler , Daniel D. Lee

Small target motion detection within complex natural environments is an extremely challenging task for autonomous robots. Surprisingly, the visual systems of insects have evolved to be highly efficient in detecting mates and tracking prey,…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Hongxin Wang , Jiannan Zhao , Huatian Wang , Cheng Hu , Jigen Peng , Shigang Yue

Anyone who has tried to swat a fly has likely been frustrated by its remarkable agility.This ability stems from its visual neural perception system, particularly the collision-selective neurons within its small brain.For autonomous robots…

Robotics · Computer Science 2025-09-18 Renyuan Liu , Haoting Zhou , Chuankai Fang , Qinbing Fu

Monitoring small objects against cluttered moving backgrounds is a huge challenge to future robotic vision systems. As a source of inspiration, insects are quite apt at searching for mates and tracking prey -- which always appear as small…

Computer Vision and Pattern Recognition · Computer Science 2019-04-10 Hongxin Wang , Jigen Peng , Xuqiang Zheng , Shigang Yue

Compared to human vision, locust visual systems excel at rapid and precise collision detection, despite relying on only hundreds of thousands of neurons organized through a few neuropils. This efficiency makes them an attractive model…

Neural and Evolutionary Computing · Computer Science 2025-05-15 Ziyan Qin , Jigen Peng , Shigang Yue , Qinbing Fu

Discriminating small moving objects within complex visual environments is a significant challenge for autonomous micro robots that are generally limited in computational power. By exploiting their highly evolved visual systems, flying…

Computer Vision and Pattern Recognition · Computer Science 2021-06-29 Hongxin Wang , Huatian Wang , Jiannan Zhao , Cheng Hu , Jigen Peng , Shigang Yue

In the central nervous systems of animals like pigeons and locusts, neurons were identified which signal objects approaching the animal on a direct collision course. Unraveling the neural circuitry for collision avoidance, and identifying…

Neurons and Cognition · Quantitative Biology 2018-01-25 Matthias S. Keil , Elisenda Roca-Moreno , Angel Rodriguez-Vazquez

Flying insects are capable of vision-based navigation in cluttered environments, reliably avoiding obstacles through fast and agile maneuvers, while being very efficient in the processing of visual stimuli. Meanwhile, autonomous micro air…

Robotics · Computer Science 2020-08-18 J. J. Hagenaars , F. Paredes-Vallés , S. M. Bohté , G. C. H. E. de Croon

This research addresses the challenging problem of visual collision detection in very complex and dynamic real physical scenes, specifically, the vehicle driving scenarios. This research takes inspiration from a large-field looming…

Computer Vision and Pattern Recognition · Computer Science 2019-04-04 Qinbing Fu , Nicola Bellotto , Huatian Wang , F. Claire Rind , Hongxin Wang , Shigang Yue

Walking animals, like stick insects, cockroaches or ants, demonstrate a fascinating range of locomotive abilities and complex behaviors. The locomotive behaviors can consist of a variety of walking patterns along with adaptation that allow…

Neural and Evolutionary Computing · Computer Science 2016-08-08 Sakyasingha Dasgupta , Dennis Goldschmidt , Florentin Wörgötter , Poramate Manoonpong

For autonomous robots in dynamic environments mixed with human, it is vital to detect impending collision quickly and robustly. The biological visual systems evolved over millions of years may provide us efficient solutions for collision…

Neurons and Cognition · Quantitative Biology 2018-01-22 Qinbing Fu , Cheng Hu , Shigang Yue

The Lobula Giant Movement Detector (LGMD) is an identified neuron of the locust that detects looming objects and triggers the insect's escape responses. Understanding the neural principles and network structure that lead to these fast and…

Neural and Evolutionary Computing · Computer Science 2019-10-18 Llewyn Salt , David Howard , Giacomo Indiveri , Yulia Sandamirskaya

Insect vision supports complex behaviors including associative learning, navigation, and object detection, and has long motivated computational models for understanding biological visual processing. However, many contemporary models…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Adam D. Hines , Karin Nordström , Andrew B. Barron

Small target motion detection is critical for insects to search for and track mates or prey which always appear as small dim speckles in the visual field. A class of specific neurons, called small target motion detectors (STMDs), has been…

Neural and Evolutionary Computing · Computer Science 2018-07-12 Hongxin Wang , Jigen Peng , Shigang Yue

Despite progress developing experimentally-consistent models of insect in-flight sensing and feedback for individual agents, a lack of systematic understanding of the multi-agent and group performance of the resulting bio-inspired sensing…

Systems and Control · Electrical Eng. & Systems 2024-11-15 Md Arif Billah , Imraan A. Faruque

We characterize the computation of motion in the fly visual system as a mapping from the high dimensional space of signals in the retinal photodetector array to the probability of generating an action potential in a motion sensitive neuron.…

Neurons and Cognition · Quantitative Biology 2007-05-23 William Bialek , Rob R. de Ruyter van Steveninck

We propose a learning-based method to reconstruct the local terrain for locomotion with a mobile robot traversing urban environments. Using a stream of depth measurements from the onboard cameras and the robot's trajectory, the algorithm…

Robotics · Computer Science 2022-06-17 David Hoeller , Nikita Rudin , Christopher Choy , Animashree Anandkumar , Marco Hutter
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