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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…

神经与进化计算 · 计算机科学 2018-07-12 Hongxin Wang , Jigen Peng , Shigang Yue

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,…

计算机视觉与模式识别 · 计算机科学 2022-04-26 Hongxin Wang , Jiannan Zhao , Huatian Wang , Cheng Hu , Jigen Peng , Shigang Yue

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…

计算机视觉与模式识别 · 计算机科学 2019-04-10 Hongxin Wang , Jigen Peng , Xuqiang Zheng , Shigang Yue

Discriminating targets moving against a cluttered background is a huge challenge, let alone detecting a target as small as one or a few pixels and tracking it in flight. In the fly's visual system, a class of specific neurons, called small…

计算机视觉与模式识别 · 计算机科学 2018-10-02 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…

系统与控制 · 电气工程与系统科学 2024-11-15 Md Arif Billah , Imraan A. Faruque

Feedback is crucial to motion perception in animals' visual systems where its spatial and temporal dynamics are often shaped by movement patterns of surrounding environments. However, such spatio-temporal feedback has not been deeply…

计算机视觉与模式识别 · 计算机科学 2022-11-21 Hongxin Wang , Zhiyan Zhong , Fang Lei , Xiaohua Jing , Jigen Peng , Shigang Yue

Visual motion detection for extremely tiny (ET-) targets is challenging, due to their category-independent nature and the scarcity of visual cues, which often incapacitate mainstream feature-based models. Natural architectures with rich…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Mingshuo Xu , Hao Luan , Zhou Daniel Hao , Jigen Peng , Shigang Yue

Infrared small target detection (ISTD) has been a critical technology in defense and civilian applications over the past several decades, such as missile warning, maritime surveillance, and disaster monitoring. Nevertheless, moving infrared…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Yian Huang , Qing Qin , Aji Mao , Xiangyu Qiu , Liang Xu , Xian Zhang , Zhenming Peng

Insects have tiny brains but complicated visual systems for motion perception. A handful of insect visual neurons have been computationally modeled and successfully applied for robotics. How different neurons collaborate on motion…

神经与进化计算 · 计算机科学 2019-04-16 Qinbing Fu , Cheng Hu , Pengcheng Liu , 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…

计算机视觉与模式识别 · 计算机科学 2022-10-12 Anthony Bisulco , Fernando Cladera Ojeda , Volkan Isler , Daniel D. Lee

Robust and accurate detection of small moving targets in cluttered moving backgrounds is a significant and challenging problem for robotic visual systems to perform search and tracking tasks. Inspired by the neural circuitry of elementary…

人工智能 · 计算机科学 2021-03-02 Xiao Huang , Hong Qiao , Hui Li , Zhihong Jiang

Temporal spike recognition plays a crucial role in various domains, including anomaly detection, keyword spotting and neuroscience. This paper presents a novel algorithm for efficient temporal spike pattern recognition on sparse event…

神经与进化计算 · 计算机科学 2023-07-18 Vijay Shankaran Vivekanand , Rajkumar Kubendran

Multi-object tracking (MOT) has profound applications in a variety of fields, including surveillance, sports analytics, self-driving, and cooperative robotics. Despite considerable advancements, existing MOT methodologies tend to falter…

计算机视觉与模式识别 · 计算机科学 2023-12-20 Hamza Mukhtar , Muhammad Usman Ghani Khan

Moving infrared small target detection (IRSTD) plays a critical role in practical applications, such as surveillance of unmanned aerial vehicles (UAVs) and UAV-based search system. Moving IRSTD still remains highly challenging due to weak…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Houzhang Fang , Shukai Guo , Qiuhuan Chen , Yi Chang , Luxin Yan

This PhD research introduces three key contributions in the domain of object motion detection: Multi-Hierarchical Spiking Neural Network (MHSNN): A specialized four-layer Spiking Neural Network (SNN) architecture inspired by vertebrate…

计算机视觉与模式识别 · 计算机科学 2023-10-12 Pedro Machado

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.…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Qinbing Fu , Hongxin Wang , Cheng Hu , Shigang Yue

Previous studies have shown that spike-timing-dependent plasticity (STDP) can be used in spiking neural networks (SNN) to extract visual features of low or intermediate complexity in an unsupervised manner. These studies, however, used…

计算机视觉与模式识别 · 计算机科学 2018-03-12 Saeed Reza Kheradpisheh , Mohammad Ganjtabesh , Simon J Thorpe , Timothée Masquelier

Infrared small target detection (ISTD) remains a long-standing challenge due to weak signal contrast, limited spatial extent, and cluttered backgrounds. Despite performance improvements from convolutional neural networks (CNNs) and Vision…

计算机视觉与模式识别 · 计算机科学 2026-01-12 Hongyang Xie , Hongyang He , Victor Sanchez

The precise timing of spikes emitted by neurons plays a crucial role in shaping the response of efferent biological neurons. This temporal dimension of neural activity holds significant importance in understanding information processing in…

神经元与认知 · 定量生物学 2023-07-27 Antoine Grimaldi , Laurent U Perrinet

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…

人工智能 · 计算机科学 2021-04-20 Jiannan Zhao , Hongxin Wang , Shigang Yue
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