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Existing RGB-D salient object detection (SOD) approaches concentrate on the cross-modal fusion between the RGB stream and the depth stream. They do not deeply explore the effect of the depth map itself. In this work, we design a single…

计算机视觉与模式识别 · 计算机科学 2020-07-16 Xiaoqi Zhao , Lihe Zhang , Youwei Pang , Huchuan Lu , Lei Zhang

Given a stream of entries in a multi-aspect data setting i.e., entries having multiple dimensions, how can we detect anomalous activities in an unsupervised manner? For example, in the intrusion detection setting, existing work seeks to…

机器学习 · 计算机科学 2021-06-09 Siddharth Bhatia , Arjit Jain , Pan Li , Ritesh Kumar , Bryan Hooi

Spin plays a considerable role in table tennis, making a shot's trajectory harder to read and predict. However, the spin is challenging to measure because of the ball's high velocity and the magnitude of the spin values. Existing methods…

计算机视觉与模式识别 · 计算机科学 2024-04-16 Thomas Gossard , Jonas Tebbe , Andreas Ziegler , Andreas Zell

While deep learning has been widely used for video analytics, such as video classification and action detection, dense action detection with fast-moving subjects from sports videos is still challenging. In this work, we release yet another…

计算机视觉与模式识别 · 计算机科学 2024-03-27 Jiang Bian , Xuhong Li , Tao Wang , Qingzhong Wang , Jun Huang , Chen Liu , Jun Zhao , Feixiang Lu , Dejing Dou , Haoyi Xiong

We present a comprehensive video-based analytics framework for tennis doubles that addresses the lack of automated analysis tools for this strategically complex sport. Our approach introduces a standardised annotation methodology…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Jia Wei Chen

The goal of convective storm nowcasting is local prediction of severe and imminent convective storms. Here, we consider the convective storm nowcasting problem from the perspective of machine learning. First, we use a pixel-wise sampling…

计算机视觉与模式识别 · 计算机科学 2021-07-02 W. Zhang , H. Liu , P. Li , L. Han

We present 2SDS (Scene Separation and Data Selection algorithm), a temporal segmentation algorithm used in real-time video stream interpretation. It complements CNN-based models to make use of temporal information in videos. 2SDS can detect…

计算机视觉与模式识别 · 计算机科学 2023-08-02 Yuelin Xin , Zihan Zhou , Yuxuan Xia

Motion representation plays an important role in video understanding and has many applications including action recognition, robot and autonomous guidance or others. Lately, transformer networks, through their self-attention mechanism…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Nattapong Kurpukdee , Adrian G. Bors

In this work, we present the first efficient and practical algorithm for estimating the number of triangles in a graph stream using predictions. Our algorithm combines waiting room sampling and reservoir sampling with a predictor for the…

数据结构与算法 · 计算机科学 2024-09-24 Cristian Boldrin , Fabio Vandin

Sign languages are visual languages using manual articulations and non-manual elements to convey information. For sign language recognition and translation, the majority of existing approaches directly encode RGB videos into hidden…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Yutong Chen , Ronglai Zuo , Fangyun Wei , Yu Wu , Shujie Liu , Brian Mak

Automated tennis stroke analysis has advanced significantly with the integration of biomechanical motion cues alongside deep learning techniques, enhancing stroke classification accuracy and player performance evaluation. Despite these…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Arushi Dashore , Aryan Anumala , Emily Hui , Olivia Yang

In this paper, we study a discriminatively trained deep convolutional network for the task of visual tracking. Our tracker utilizes both motion and appearance features that are extracted from a pre-trained dual stream deep convolution…

计算机视觉与模式识别 · 计算机科学 2015-12-15 Meera Hahn , Si Chen , Afshin Dehghan

State-of-the-art methods for video action recognition commonly use an ensemble of two networks: the spatial stream, which takes RGB frames as input, and the temporal stream, which takes optical flow as input. In recent work, both of these…

计算机视觉与模式识别 · 计算机科学 2019-02-07 Jonathan C. Stroud , David A. Ross , Chen Sun , Jia Deng , Rahul Sukthankar

For the two-stream style methods in action recognition, fusing the two streams' predictions is always by the weighted averaging scheme. This fusion method with fixed weights lacks of pertinence to different action videos and always needs…

计算机视觉与模式识别 · 计算机科学 2017-09-14 Jiagang Zhu , Wei Zou , Zheng Zhu

The paper presents a novel two-stream network architecture for enhancing scene understanding in computer vision. This architecture utilizes a graph feature stream and an image feature stream, aiming to merge the strengths of both modalities…

计算机视觉与模式识别 · 计算机科学 2023-11-14 Wenkai Yang , Wenyuan Sun , Runxaing Huang

With the explosive growth of video data in real-world applications, a comprehensive representation of videos becomes increasingly important. In this paper, we address the problem of video scene recognition, whose goal is to learn a…

计算机视觉与模式识别 · 计算机科学 2025-05-20 Xuzheng Yu , Chen Jiang , Wei Zhang , Tian Gan , Linlin Chao , Jianan Zhao , Yuan Cheng , Qingpei Guo , Wei Chu

Previous VoIP steganalysis methods face great challenges in detecting speech signals at low embedding rates, and they are also generally difficult to perform real-time detection, making them hard to truly maintain cyberspace security. To…

多媒体 · 计算机科学 2019-02-05 Zhongliang Yang , Hao Yang , Yuting Hu , Yongfeng Huang , Yu-Jin Zhang

A machine-learning strategy for investigating the stability of fluid flow problems is proposed herein. The goal is to provide a simple yet robust methodology to find a nonlinear mapping from the parametric space to an indicator representing…

流体动力学 · 物理学 2026-01-06 David J. Silvester

As a fundamental aspect of human life, two-person interactions contain meaningful information about people's activities, relationships, and social settings. Human action recognition serves as the foundation for many smart applications, with…

计算机视觉与模式识别 · 计算机科学 2024-05-15 Yao Liu , Gangfeng Cui , Jiahui Luo , Xiaojun Chang , Lina Yao

From the viewpoint of networks, a ranking system for players or teams in sports is equivalent to a centrality measure for sports networks, whereby a directed link represents the result of a single game. Previously proposed network-based…

物理与社会 · 物理学 2012-12-07 Shun Motegi , Naoki Masuda