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With the advancement in computing and robotics, it is necessary to develop fluent and intuitive methods for interacting with digital systems, AR/VR interfaces, and physical robotic systems. Hand movement recognition is widely used to enable…

机器人学 · 计算机科学 2021-09-28 Keshav Bimbraw , Christopher Julius Nycz , Matt Schueler , Ziming Zhang , Haichong K. Zhang

We present a novel approach for hand-object action recognition that leverages 2D point tracks as an additional motion cue. While most existing methods rely on RGB appearance, human pose estimation, or their combination, our work…

计算机视觉与模式识别 · 计算机科学 2026-01-12 Dennis Holzmann , Sven Wachsmuth

Fingertip detection plays an important role in human computer interaction. Previous works transform binocular images into depth images. Then depth-based hand pose estimation methods are used to predict 3D positions of fingertips. Different…

计算机视觉与模式识别 · 计算机科学 2018-04-27 Yi Wei , Guijin Wang , Cairong Zhang , Hengkai Guo , Xinghao Chen , Huazhong Yang

Positioning patients for scanning and interventional procedures is a critical task that requires high precision and accuracy. The conventional workflow involves manually adjusting the patient support to align the center of the target body…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Zhongpai Gao , Abhishek Sharma , Meng Zheng , Benjamin Planche , Terrence Chen , Ziyan Wu

In the current age, use of natural communication in human computer interaction is a known and well installed thought. Hand gesture recognition and gesture based applications has gained a significant amount of popularity amongst people all…

计算机视觉与模式识别 · 计算机科学 2014-06-16 Ankit Chaudhary , J. L. Raheja , K. Das , S. Raheja

In this work, we provide a solution for posturing the anthropomorphic Robonaut-2 hand and arm for grasping based on visual information. A mapping from visual features extracted from a convolutional neural network (CNN) to grasp points is…

计算机视觉与模式识别 · 计算机科学 2017-07-27 Li Yang Ku , Erik Learned-Miller , Rod Grupen

Minutia-based palmprint recognition systems has got lots of interest in last two decades. Due to the large number of minutiae in a palmprint, approximately 1000 minutiae, the matching process is time consuming which makes it unpractical for…

计算机视觉与模式识别 · 计算机科学 2019-04-04 Mohsen Ahmadi , Hossein Soleimani

Due to the universal non-verbal natural communication approach that allows for effective communication between humans, gesture recognition technology has been steadily developing over the previous few decades. Many different strategies have…

计算机视觉与模式识别 · 计算机科学 2022-07-07 Finlay McKinnon , David Ada Adama , Pedro Machado , Isibor Kennedy Ihianle

In modern on-driving computing environments, many sensors are used for context-aware applications. This paper utilizes two deep learning models, U-Net and EfficientNet, which consist of a convolutional neural network (CNN), to detect hand…

信号处理 · 电气工程与系统科学 2022-11-08 Hankyul Baek , Yoo Jeong , Ha , Minjae Yoo , Soyi Jung , Joongheon Kim

The use of hand gestures can be a useful tool for many applications in the human-computer interaction community. In a broad range of areas hand gesture techniques can be applied specifically in sign language recognition, robotic surgery,…

计算机视觉与模式识别 · 计算机科学 2020-07-20 Debajit Sarma , V. Kavyasree , M. K. Bhuyan

We investigate a new problem of detecting hands and recognizing their physical contact state in unconstrained conditions. This is a challenging inference task given the need to reason beyond the local appearance of hands. The lack of…

计算机视觉与模式识别 · 计算机科学 2020-10-20 Supreeth Narasimhaswamy , Trung Nguyen , Minh Hoai

The ongoing usage of artificial intelligence technologies in virtual reality has led to a large number of researchers exploring immersive virtual reality interaction. Gesture controllers and head-mounted displays are the primary pieces of…

人机交互 · 计算机科学 2024-05-28 Jindi Wang

We present SimXR, a method for controlling a simulated avatar from information (headset pose and cameras) obtained from AR / VR headsets. Due to the challenging viewpoint of head-mounted cameras, the human body is often clipped out of view,…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Zhengyi Luo , Jinkun Cao , Rawal Khirodkar , Alexander Winkler , Jing Huang , Kris Kitani , Weipeng Xu

Estimating 3D hand pose from single RGB images is a highly ambiguous problem that relies on an unbiased training dataset. In this paper, we analyze cross-dataset generalization when training on existing datasets. We find that approaches…

计算机视觉与模式识别 · 计算机科学 2019-09-16 Christian Zimmermann , Duygu Ceylan , Jimei Yang , Bryan Russell , Max Argus , Thomas Brox

Tactile gesture recognition systems play a crucial role in Human-Robot Interaction (HRI) by enabling intuitive communication between humans and robots. The literature mainly addresses this problem by applying machine learning techniques to…

机器人学 · 计算机科学 2025-08-07 Shaohong Zhong , Alessandro Albini , Giammarco Caroleo , Giorgio Cannata , Perla Maiolino

Traditional surveillance systems rely on human attention, limiting their effectiveness. This study employs convolutional neural networks and transfer learning to develop a real-time computer vision system for automatic handgun detection.…

计算机视觉与模式识别 · 计算机科学 2025-11-06 Youssef Elmir

Direct and natural interaction is essential for intuitive human-robot collaboration, eliminating the need for additional devices such as joysticks, tablets, or wearable sensors. In this paper, we present a lightweight deep learning-based…

We present and characterize a simple method for detecting pointing gestures suitable for human-robot interaction applications using a commodity RGB-D camera. We exploit a state-of-the-art Deep CNN-based detector to find hands and faces in…

机器人学 · 计算机科学 2019-02-08 Bita Azari , Angelica Lim , Richard T. Vaughan

A finger biometric system at an unconstrained environment is presented in this paper. A technique for hand image normalization is implemented at the preprocessing stage that decomposes the main hand contour into finger-level shape…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Asish Bera , Debotosh Bhattacharjee

This paper describes a global framework that enables contactless human machine interaction using computer vision and machine learning techniques. The main originality of our framework is that only a very simple image acquisition device, as…

人机交互 · 计算机科学 2019-07-12 Frederic Magoules , Qinmeng Zou