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In our previous study, we successfully reproduced the illusory motion of the rotating snakes illusion using deep neural networks incorporating predictive coding theory. In the present study, we further examined the properties of the…

神经元与认知 · 定量生物学 2022-03-15 Taisuke Kobayashi , Akiyoshi Kitaoka , Manabu Kosaka , Kenta Tanaka , Eiji Watanabe

Why do we perceive illusory motion in some static images? Several accounts have been proposed based on eye movements, response latencies to different image elements, or interactions between image patterns and motion energy detectors.…

神经元与认知 · 定量生物学 2023-02-23 O. R. Kirubeswaran , Katherine R. Storrs

The Expanding Hole Illusion is a compelling visual phenomenon in which a static, concentric pattern evokes a strong perception of continuous forward motion. Despite its simplicity, this illusion challenges our understanding of how the brain…

神经元与认知 · 定量生物学 2025-01-16 Nasim Nematzadeh , David M. W. Powers

Why do we sometimes perceive static images as if they were moving? Visual motion illusions enjoy a sustained popularity, yet there is no definitive answer to the question of why they work. Here we present evidence in favor of the hypothesis…

神经与进化计算 · 计算机科学 2026-03-06 Lana Sinapayen , Eiji Watanabe

Visual illusions allow researchers to devise and test new models of visual perception. Here we show that artificial neural networks trained for basic visual tasks in natural images are deceived by brightness and color illusions, having a…

计算机视觉与模式识别 · 计算机科学 2019-12-05 A. Gomez-Villa , A. Martín , J. Vazquez-Corral , M. Bertalmío , J. Malo

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

Both a good understanding of geometrical concepts and a broad familiarity with objects lead to our excellent perception of moving objects. The human ability to detect and segment moving objects works in the presence of multiple objects,…

计算机视觉与模式识别 · 计算机科学 2022-03-02 Pia Bideau , Erik Learned-Miller , Cordelia Schmid , Karteek Alahari

Inspired by the dynamic coupling of moto-neurons and physical elasticity in animals, this work explores the possibility of generating locomotion gaits by utilizing physical oscillations in a soft snake by means of a low-level spiking neural…

机器人学 · 计算机科学 2025-02-11 Chuhan Zhang , Cong Wang , Wei Pan , Cosimo Della Santina

Visual illusions in humans arise when interpreting out-of-distribution stimuli: if the observer is adapted to certain statistics, perception of outliers deviates from reality. Recent studies have shown that artificial neural networks (ANNs)…

计算机视觉与模式识别 · 计算机科学 2024-12-16 Alex Gomez-Villa , Kai Wang , Alejandro C. Parraga , Bartlomiej Twardowski , Jesus Malo , Javier Vazquez-Corral , Joost van de Weijer

Visual illusions provide a window into the mechanisms underlying visual processing, and dynamical neural circuit models offer a natural framework for proposing and testing theories of their emergence. We propose and analyze a delay-coupled…

神经元与认知 · 定量生物学 2026-01-28 Noah Parks , Zachary P Kilpatrick

Snakes are a remarkable evolutionary success story. Many snake-inspired robots have been proposed over the years. Soft robotic snakes (SRS) with their continuous and smooth bending capability better mimic their biological counterparts'…

机器人学 · 计算机科学 2020-10-23 Dimuthu D. Arachchige , Yue Chen , Isuru S. Godage

Quadrupedal robots resemble the physical ability of legged animals to walk through unstructured terrains. However, designing a controller for quadrupedal robots poses a significant challenge due to their functional complexity and requires…

机器人学 · 计算机科学 2023-03-06 I Made Aswin Nahrendra , Byeongho Yu , Hyun Myung

In motor neuroscience, artificial recurrent neural networks models often complement animal studies. However, most modeling efforts are limited to data-fitting, and the few that examine virtual embodied agents in a reinforcement learning…

神经元与认知 · 定量生物学 2023-05-19 Eugene R. Rush , Kaushik Jayaram , J. Sean Humbert

Even during fixation the human eye is constantly in low amplitude motion, jittering over small angles in random directions at up to 100Hz. This motion results in all features of the image on the retina constantly traversing a number of…

计算机视觉与模式识别 · 计算机科学 2025-06-17 David W Arathorn , Josephine C. D'Angelo , Austin Roorda

Deep artificial neural networks (ANNs) play a major role in modeling the visual pathways of primate and rodent. However, they highly simplify the computational properties of neurons compared to their biological counterparts. Instead,…

神经元与认知 · 定量生物学 2023-05-23 Liwei Huang , Zhengyu Ma , Liutao Yu , Huihui Zhou , Yonghong Tian

Limbless terrestrial animals exhibit exceptional locomotor versatility and control, currently unmatched by engineered counterparts. Here, we introduce a computational framework that enables soft synthetic snakes to navigate unstructured,…

机器人学 · 计算机科学 2026-05-26 Xiaotian Zhang , Ali Albazroun , Tixian Wang , Songyuan Cui , Prashant G. Mehta , Mattia Gazzola

Snakes can traverse almost all types of environments by bending their elongate bodies in 3-D to interact with the terrain. Similarly, a snake robot is a promising platform to perform critical tasks in various environments. Understanding how…

生物物理 · 物理学 2023-02-23 Qiyuan Fu

Indoor scene understanding is central to applications such as robot navigation and human companion assistance. Over the last years, data-driven deep neural networks have outperformed many traditional approaches thanks to their…

计算机视觉与模式识别 · 计算机科学 2017-07-04 Yinda Zhang , Shuran Song , Ersin Yumer , Manolis Savva , Joon-Young Lee , Hailin Jin , Thomas Funkhouser

Understanding of the phenomena of vision and thought require clarification of the general mechanism of perception. So far, philosophical inquiries and scientific investigations have not been able to address clearly the mysteries surrounding…

神经元与认知 · 定量生物学 2019-09-16 Jahan N. Schad

The mirror neuron theory that has enjoyed continued validations was developed with no particular attention to the phenomenon of the vision. Understandably the perception of vision has always been thought to happen, naturally, as that for…

神经元与认知 · 定量生物学 2022-03-01 Jahan N. Schad
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