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Intracortical brain computer interfaces (iBCIs) using linear Kalman decoders have enabled individuals with paralysis to control a computer cursor for continuous point-and-click typing on a virtual keyboard, browsing the internet, and using…

Human-Computer Interaction · Computer Science 2018-12-27 Tommy Hosman , Marco Vilela , Daniel Milstein , Jessica N. Kelemen , David M. Brandman , Leigh R. Hochberg , John D. Simeral

Mental Imagery based Brain-Computer Interfaces (MI-BCI) enable their users to control an interface, e.g., a prosthesis, by performing mental imagery tasks only, such as imagining a right arm movement while their brain activity is measured…

Human-Computer Interaction · Computer Science 2019-05-24 Léa Pillette , Camille Jeunet , Roger N'Kambou , Bernard N'Kaoua , Fabien Lotte

Neurosurgery increasingly uses Mixed Reality (MR) technologies for intraoperative assistance. The greatest challenge in this area is mentally reconstructing complex 3D anatomical structures from 2D slices with millimetric precision, which…

We present a universal motion representation that encompasses a comprehensive range of motor skills for physics-based humanoid control. Due to the high dimensionality of humanoids and the inherent difficulties in reinforcement learning,…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Zhengyi Luo , Jinkun Cao , Josh Merel , Alexander Winkler , Jing Huang , Kris Kitani , Weipeng Xu

As robotics continues to advance, the need for adaptive and continuously-learning embodied agents increases, particularly in the realm of assistance robotics. Quick adaptability and long-term information retention are essential to operate…

Computer Vision and Pattern Recognition · Computer Science 2024-06-05 Paolo Cudrano , Xiaoyu Luo , Matteo Matteucci

Invasive brain-computer interface (BCI) technology has demonstrated the possibility of restoring brain-controlled walking in paraplegic spinal cord injury patients. However, current implementations of BCI-controlled walking still have…

Stroke patients often experience upper limb impairments that restrict their mobility and daily activities. Physical therapy (PT) is the most effective method to improve impairments, but low patient adherence and participation in PT…

It has been shown that mere observation of body discontinuity leads to diminished body ownership. However, the impact of body discontinuity has mainly been investigated in conditions where participants observe a collocated static virtual…

Human-Computer Interaction · Computer Science 2021-01-01 Sofia Seinfeld , Jörg Müller

Key properties of brain-inspired hyperdimensional (HD) computing make it a prime candidate for energy-efficient and fast learning in biosignal processing. The main challenge is however to formulate embedding methods that map biosignal…

Signal Processing · Electrical Eng. & Systems 2019-01-01 Michael Hersche , José del R. Millán , Luca Benini , Abbas Rahimi

Non-invasive cortical neural interfaces have only achieved modest performance in cortical decoding of limb movements and their forces, compared to invasive brain-computer interfaces (BCIs). While non-invasive methodologies are safer,…

Machine Learning · Computer Science 2021-03-25 Pablo Ortega , Tong Zhao , Aldo Faisal

Network visualizations are commonly used to analyze relationships in various contexts. To efficiently explore a network visualization, the user needs to quickly navigate to different parts of the network and analyze local details. Recent…

Human-Computer Interaction · Computer Science 2023-03-29 Helen H. Huang , Hanspeter Pfister , Yalong Yang

We propose Continuous Scene Representations (CSR), a scene representation constructed by an embodied agent navigating within a space, where objects and their relationships are modeled by continuous valued embeddings. Our method captures…

Computer Vision and Pattern Recognition · Computer Science 2022-04-01 Samir Yitzhak Gadre , Kiana Ehsani , Shuran Song , Roozbeh Mottaghi

Combining interconnected wearables provides fascinating opportunities like augmenting exergaming with virtual coaches, feedback on the execution of sports activities, or how to improve on them. Breathing rhythm is a particularly interesting…

With the growing need to effectively support workforce upskilling in the manufacturing sector, virtual reality is gaining popularity as a scalable training solution. However, most current systems are designed as static, step-by-step…

Human-Computer Interaction · Computer Science 2025-10-08 Bhavya Matam , Adamay Mann , Kachina Studer , Christian Gabbianelli , Sonia Castelo , John Liu , Claudio Silva , Dishita Turakhia

Embodied world models aim to predict and interact with the physical world through visual observations and actions. However, existing models struggle to accurately translate low-level actions (e.g., joint positions) into precise robotic…

Robotics · Computer Science 2026-04-01 Taiyi Su , Jian Zhu , Yaxuan Li , Chong Ma , Jianjun Zhang , Zitai Huang , Hanli Wang , Yi Xu

Visual decoding of neurophysiological signals is a critical challenge for brain-computer interfaces (BCIs) and computational neuroscience. However, current approaches are often constrained by the systematic and stochastic gaps between…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Feixue Shao , Guangze Shi , Xueyu Liu , Yongfei Wu , Mingqiang Wei , Jianan Zhang , Jianbo Lu , Guiying Yan , Weihua Yang

Sim-to-real transfer remains a fundamental challenge in robot manipulation due to the entanglement of perception and control in end-to-end learning. We present a decoupled framework that learns each component where it is most reliable:…

Robotics · Computer Science 2025-10-01 Jialei Huang , Zhaoheng Yin , Yingdong Hu , Shuo Wang , Xingyu Lin , Yang Gao

We present the largest and most comprehensive empirical study of pre-trained visual representations (PVRs) or visual 'foundation models' for Embodied AI. First, we curate CortexBench, consisting of 17 different tasks spanning locomotion,…

Brain-computer interfaces (BCIs) have opened new platforms for human-computer interaction, medical diagnostics, and neurorehabilitation. Wearable BCI systems, which typically employ non-invasive electrodes for portable monitoring, hold…

Human-Computer Interaction · Computer Science 2026-04-14 Haoxian Liu , Hengle Jiang , Lanxuan Hong , Xiaomin Ouyang

Vision Language Models (VLMs) demonstrate significant potential as embodied AI agents for various mobility applications. However, a standardized, closed-loop benchmark for evaluating their spatial reasoning and sequential decision-making…

Computer Vision and Pattern Recognition · Computer Science 2025-01-17 Weizhen Wang , Chenda Duan , Zhenghao Peng , Yuxin Liu , Bolei Zhou