Search Results - "Shi, Bertram E."
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Towards High Performance Low Complexity Calibration in Appearance Based Gaze Estimation
Published in IEEE transactions on pattern analysis and machine intelligence (01-01-2023)“…Appearance-based gaze estimation from RGB images provides relatively unconstrained gaze tracking from commonly available hardware. The accuracy of…”
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Human Action Recognition Using Factorized Spatio-Temporal Convolutional Networks
Published in 2015 IEEE International Conference on Computer Vision (ICCV) (01-12-2015)“…Human actions in video sequences are three-dimensional (3D) spatio-temporal signals characterizing both the visual appearance and motion dynamics of the…”
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Active head rolls enhance sonar-based auditory localization performance
Published in PLoS computational biology (10-05-2021)“…Animals utilize a variety of active sensing mechanisms to perceive the world around them. Echolocating bats are an excellent model for the study of active…”
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Expandable Networks for Neuromorphic Chips
Published in IEEE transactions on circuits and systems. I, Regular papers (01-02-2007)“…We have developed a grid network that broadcasts spikes (all-or-none events) in a multichip neuromorphic system by relaying them from chip to chip. The grid is…”
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HOTS: A Hierarchy of Event-Based Time-Surfaces for Pattern Recognition
Published in IEEE transactions on pattern analysis and machine intelligence (01-07-2017)“…This paper describes novel event-based spatio-temporal features called time-surfaces and how they can be used to create a hierarchical event-based pattern…”
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Joint Learning of Binocularly Driven Saccades and Vergence by Active Efficient Coding
Published in Frontiers in neurorobotics (03-11-2017)“…This paper investigates two types of eye movements: vergence and saccades. Vergence eye movements are responsible for bringing the images of the two eyes into…”
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Robot End Effector Tracking Using Predictive Multisensory Integration
Published in Frontiers in neurorobotics (16-10-2018)“…We propose a biologically inspired model that enables a humanoid robot to learn how to track its end effector by integrating visual and proprioceptive cues as…”
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Autonomous Development of Active Binocular and Motion Vision Through Active Efficient Coding
Published in Frontiers in neurorobotics (16-07-2019)“…We present a model for the autonomous and simultaneous learning of active binocular and motion vision. The model is based on the Active Efficient Coding (AEC)…”
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Robot Navigation in Crowds by Graph Convolutional Networks With Attention Learned From Human Gaze
Published in IEEE robotics and automation letters (01-04-2020)“…Safe and efficient crowd navigation for mobile robot is a crucial yet challenging task. Previous work has shown the power of deep reinforcement learning…”
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Active efficient coding explains the development of binocular vision and its failure in amblyopia
Published in Proceedings of the National Academy of Sciences - PNAS (17-03-2020)“…The development of vision during the first months of life is an active process that comprises the learning of appropriate neural representations and the…”
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Robust active binocular vision through intrinsically motivated learning
Published in Frontiers in neurorobotics (01-01-2013)“…The efficient coding hypothesis posits that sensory systems of animals strive to encode sensory signals efficiently by taking into account the redundancies in…”
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Iterative Distillation for Better Uncertainty Estimates in Multitask Emotion Recognition
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01-10-2021)“…When recognizing emotions, subtle nuances in displays of emotion generate ambiguity or uncertainty in emotion perception. Emotion uncertainty has been…”
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Conference Proceeding -
13
Using Eye Gaze to Enhance Generalization of Imitation Networks to Unseen Environments
Published in IEEE transaction on neural networks and learning systems (01-05-2021)“…Vision-based autonomous driving through imitation learning mimics the behavior of human drivers by mapping driver view images to driving actions. This article…”
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Using Variable Dwell Time to Accelerate Gaze-Based Web Browsing with Two-Step Selection
Published in International journal of human-computer interaction (07-02-2019)“…In order to avoid the "Midas Touch" problem, gaze-based interfaces for selection often introduce a dwell time: a fixed amount of time the user must fixate upon…”
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Dynamic Bayesian Adjustment of Dwell Time for Faster Eye Typing
Published in IEEE transactions on neural systems and rehabilitation engineering (01-10-2020)“…Eye typing is a hands-free method of human computer interaction, which is especially useful for people with upper limb disabilities. Users select a desired key…”
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Offset Calibration for Appearance-Based Gaze Estimation via Gaze Decomposition
Published in 2020 IEEE Winter Conference on Applications of Computer Vision (WACV) (01-03-2020)“…Appearance-based gaze estimation provides relatively unconstrained gaze tracking. However, subject-independent models achieve limited accuracy partly due to…”
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Conference Proceeding -
17
Laplacian Auto-Encoders: An explicit learning of nonlinear data manifold
Published in Neurocomputing (Amsterdam) (21-07-2015)“…A key factor contributing to the success of many auto-encoders based deep learning techniques is the implicit consideration of the underlying data manifold in…”
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An Event-by-Event Approach for Velocity Estimation and Object Tracking With an Active Event Camera
Published in IEEE journal on emerging and selected topics in circuits and systems (01-12-2020)“…An event-based camera has independent pixels that quickly respond to relative brightness changes and report them asynchronously with high temporal resolution…”
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An active-efficient-coding model of optokinetic nystagmus
Published in Journal of vision (Charlottesville, Va.) (01-11-2016)“…Optokinetic nystagmus (OKN) is an involuntary eye movement responsible for stabilizing retinal images in the presence of relative motion between an observer…”
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Neural population models for perception of motion in depth
Published in Vision research (Oxford) (01-08-2014)“…•We propose two models of motion in depth perception built from neurally plausible operators.•Surprisingly, models cannot be distinguished by breaking input…”
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