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Mobile devices with touch keyboards have become ubiquitous, but text entry on these devices remains slow and errorprone. Understanding touch patterns during text entry could be useful in designing robust error-correction algorithms for soft…

Human-Computer Interaction · Computer Science 2015-04-10 Christopher Thomas , Brandon Jennings

A series of 2D (and 3D) keypoint estimation tasks are built upon heatmap coordinate representation, i.e. a probability map that allows for learnable and spatially aware encoding and decoding of keypoint coordinates on grids, even allowing…

Computer Vision and Pattern Recognition · Computer Science 2021-10-22 Anargyros Chatzitofis , Nikolaos Zioulis , Georgios Nikolaos Albanis , Dimitrios Zarpalas , Petros Daras

Touch is a crucial sensing modality that provides rich information about object properties and interactions with the physical environment. Humans and robots both benefit from using touch to perceive and interact with the surrounding…

Though robotic dexterous manipulation has progressed substantially recently, challenges like in-hand occlusion still necessitate fine-grained tactile perception, leading to the integration of more tactile sensors into robotic hands.…

Robotics · Computer Science 2025-08-29 Yan Zhao , Yang Li , Zhengxue Cheng , Hengdi Zhang , Li Song

Tactile sensing is vital for human dexterous manipulation, however, it has not been widely used in robotics. Compact, low-cost sensing platforms can facilitate a change, but unlike their popular optical counterparts, they are difficult to…

Robotics · Computer Science 2025-03-10 Adrian Röfer , Nick Heppert , Abdallah Ayad , Eugenio Chisari , Abhinav Valada

Accuracy and speed are pivotal when typing. Mixed reality typing is typically performed by typing on a midair keyboard with your index fingers. This deprives users of both the tactile feedback available on physical devices and the ability…

Human-Computer Interaction · Computer Science 2025-07-30 Cecilia Schmitz , Joshua Reynolds , Scott Kuhl , Keith Vertanen

In-hand manipulation tasks, particularly in human-inspired robotic systems, must rely on distributed tactile sensing to achieve precise control across a wide variety of tasks. However, the optimal configuration of this network of sensors is…

Robotics · Computer Science 2026-01-05 João Damião Almeida , Egidio Falotico , Cecilia Laschi , José Santos-Victor

Touch sensing, as a major human/machine interface, is widely used in various commercial products such as smart watches, mobile phones, tablets and TVs. State-of-the-art touch detections are mainly based on mutual capacitive sensing, which…

Emerging Technologies · Computer Science 2017-01-04 Li Du

Despite the advent of touchscreens, typing on physical keyboards remains most efficient for entering text, because users can leverage all fingers across a full-size keyboard for convenient typing. As users increasingly type on the go, text…

Human-Computer Interaction · Computer Science 2024-10-10 Paul Streli , Jiaxi Jiang , Andreas Fender , Manuel Meier , Hugo Romat , Christian Holz

Touchable projection with structured light range cameras is a prolific medium for large interaction surfaces, affording multiple simultaneous users and simple, cheap setup. However robust touch detection in such projector-depth systems is…

Human-Computer Interaction · Computer Science 2018-12-31 Zhi Chai , Roy Shilkrot

Text-entry aims to provide an effective and efficient pathway for humans to deliver their messages to computers. With the advent of mobile computing, the recent focus of text-entry research has moved from physical keyboards to soft…

Human-Computer Interaction · Computer Science 2019-08-01 Ue-Hwan Kim , Sahng-Min Yoo , Jong-Hwan Kim

In this thesis a new approach for touch detection on optical multi-touch devices is proposed that exploits the fact that the camera images reveal not only the actual touch points but also objects above the screen such as the hand or arm of…

Computer Vision and Pattern Recognition · Computer Science 2013-01-09 Philipp Ewerling

With the increase in interest in deployment of robots in unstructured environments to work alongside humans, the development of human-like sense of touch for robots becomes important. In this work, we implement a multi-channel neuromorphic…

Robotics · Computer Science 2021-09-06 Anupam K. Gupta , Andrei Nakagawa , Nathan F. Lepora , Nitish V. Thakor

A successful grasp requires careful balancing of the contact forces. Deducing whether a particular grasp will be successful from indirect measurements, such as vision, is therefore quite challenging, and direct sensing of contacts through…

Tactile sensing can provide access to information about the contact (i.e. slippage, surface feature, friction), which is out of reach of vision but crucial for manipulation. To access this information, a dense measurement of the deformation…

Robotics · Computer Science 2022-05-04 Rob B. N. Scharff , Dirk-Jan Boonstra , Laurence Willemet , Xi Lin , Michaël Wiertlewski

We present a novel approach for 2D hand keypoint localization from regular color input. The proposed approach relies on an appropriately designed Convolutional Neural Network (CNN) that computes a set of heatmaps, one per hand keypoint of…

Computer Vision and Pattern Recognition · Computer Science 2018-12-20 Filippos Gouidis , Paschalis Panteleris , Iason Oikonomidis , Antonis Argyros

While passive surfaces offer numerous benefits for interaction in mixed reality, reliably detecting touch input solely from head-mounted cameras has been a long-standing challenge. Camera specifics, hand self-occlusion, and rapid movements…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Paul Streli , Mark Richardson , Fadi Botros , Shugao Ma , Robert Wang , Christian Holz

With the ubiquity of mobile touchscreen devices like smartphones, two widely used text entry methods have emerged: small touch-based keyboards and speech recognition. Although speech recognition has been available on desktop computers for…

Human-Computer Interaction · Computer Science 2018-01-18 Sherry Ruan , Jacob O. Wobbrock , Kenny Liou , Andrew Ng , James Landay

Hand gesture detection is a well-explored area in computer vision with applications in various forms of Human-Computer Interactions. In this work, we propose a technique for simultaneous hand gesture classification, handedness detection,…

Computer Vision and Pattern Recognition · Computer Science 2023-03-06 Sichao Li , Sean Banerjee , Natasha Kholgade Banerjee , Soumyabrata Dey

Spatial tactile feedback can enhance the realism of geometry exploration in virtual reality applications. Current vibrotactile approaches often face challenges with the spatial and temporal resolution needed to render different 3D…

Human-Computer Interaction · Computer Science 2026-02-04 Yihao Dong , Praneeth Bimsara Perera , Chin-Teng Lin , Craig T Jin , Anusha Withana
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