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Planar object tracking is a critical computer vision problem and has drawn increasing interest owing to its key roles in robotics, augmented reality, etc. Despite rapid progress, its further development, especially in the deep learning era,…

计算机视觉与模式识别 · 计算机科学 2023-03-15 Xinran Liu , Xiaoqiong Liu , Ziruo Yi , Xin Zhou , Thanh Le , Libo Zhang , Yan Huang , Qing Yang , Heng Fan

Prior human parsing models are limited to parsing humans into classes pre-defined in the training data, which is not flexible to generalize to unseen classes, e.g., new clothing in fashion analysis. In this paper, we propose a new problem…

计算机视觉与模式识别 · 计算机科学 2021-05-10 Haoyu He , Jing Zhang , Bhavani Thuraisingham , Dacheng Tao

Multi-object tracking (MOT) is a vital component of intelligent video analytics applications such as surveillance and autonomous driving. The time and storage complexity required to execute deep learning models for visual object tracking…

计算机视觉与模式识别 · 计算机科学 2022-10-28 Keivan Nalaie , Rong Zheng

A key challenge in robotic manipulation in open domains is how to acquire diverse and generalizable skills for robots. Recent research in one-shot imitation learning has shown promise in transferring trained policies to new tasks based on…

机器人学 · 计算机科学 2023-09-27 Hao-Shu Fang , Hongjie Fang , Zhenyu Tang , Jirong Liu , Chenxi Wang , Junbo Wang , Haoyi Zhu , Cewu Lu

The complementary benefits from visible and thermal infrared data are widely utilized in various computer vision task, such as visual tracking, semantic segmentation and object detection, but rarely explored in Multiple Object Tracking…

计算机视觉与模式识别 · 计算机科学 2024-08-05 Yabin Zhu , Qianwu Wang , Chenglong Li , Jin Tang , Zhixiang Huang

Tracking transforming objects holds significant importance in various fields due to the dynamic nature of many real-world scenarios. By enabling systems accurately represent transforming objects over time, tracking transforming objects…

计算机视觉与模式识别 · 计算机科学 2024-07-09 You Wu , Yuelong Wang , Yaxin Liao , Fuliang Wu , Hengzhou Ye , Shuiwang Li

Deep learning-based Multiple Object Tracking (MOT) currently relies on off-the-shelf detectors for tracking-by-detection.This results in deep models that are detector biased and evaluations that are detector influenced. To resolve this…

计算机视觉与模式识别 · 计算机科学 2020-08-21 ShiJie Sun , Naveed Akhtar , XiangYu Song , HuanSheng Song , Ajmal Mian , Mubarak Shah

Point tracking is becoming a powerful solver for motion estimation and video editing. Compared to classical feature matching, point tracking methods have the key advantage of robustly tracking points under complex camera motion trajectories…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Jianzheng Huang , Xianyu Mo , Ziling Liu , Jinyu Yang , Feng Zheng

As a unique biometric feature that can be recognized at a distance, gait has broad applications in crime prevention, forensic identification and social security. To portray a gait, existing gait recognition methods utilize either a gait…

计算机视觉与模式识别 · 计算机科学 2018-12-13 Hanqing Chao , Yiwei He , Junping Zhang , Jianfeng Feng

This paper presents DriveTrack, a new benchmark and data generation framework for long-range keypoint tracking in real-world videos. DriveTrack is motivated by the observation that the accuracy of state-of-the-art trackers depends strongly…

计算机视觉与模式识别 · 计算机科学 2023-12-18 Arjun Balasingam , Joseph Chandler , Chenning Li , Zhoutong Zhang , Hari Balakrishnan

One of the recent trends in vision problems is to use natural language captions to describe the objects of interest. This approach can overcome some limitations of traditional methods that rely on bounding boxes or category annotations.…

计算机视觉与模式识别 · 计算机科学 2023-10-03 Pha Nguyen , Kha Gia Quach , Kris Kitani , Khoa Luu

We present a new public dataset with a focus on simulating robotic vision tasks in everyday indoor environments using real imagery. The dataset includes 20,000+ RGB-D images and 50,000+ 2D bounding boxes of object instances densely captured…

计算机视觉与模式识别 · 计算机科学 2017-03-07 Phil Ammirato , Patrick Poirson , Eunbyung Park , Jana Kosecka , Alexander C. Berg

Multiple-Object Tracking (MOT) is of crucial importance for applications such as retail video analytics and video surveillance. Object detectors are often the computational bottleneck of modern MOT systems, limiting their use for real-time…

计算机视觉与模式识别 · 计算机科学 2019-08-14 Richard Cobos , Jefferson Hernandez , Andres G. Abad

The interaction between the vestibular and ocular system has primarily been studied in controlled environments. Consequently, off-the shelf tools for categorization of gaze events (e.g. fixations, pursuits, saccade) fail when head movements…

计算机视觉与模式识别 · 计算机科学 2020-06-11 Rakshit Kothari , Zhizhuo Yang , Christopher Kanan , Reynold Bailey , Jeff Pelz , Gabriel Diaz

There exists no comprehensive metric for describing the complexity of Multi-Object Tracking (MOT) sequences. This lack of metrics decreases explainability, complicates comparison of datasets, and reduces the conversation on tracker…

计算机视觉与模式识别 · 计算机科学 2022-07-21 Malte Pedersen , Joakim Bruslund Haurum , Patrick Dendorfer , Thomas B. Moeslund

In this paper, we propose a simple yet unified single object tracking (SOT) framework, dubbed SUTrack. It consolidates five SOT tasks (RGB-based, RGB-Depth, RGB-Thermal, RGB-Event, RGB-Language Tracking) into a unified model trained in a…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Xin Chen , Ben Kang , Wanting Geng , Jiawen Zhu , Yi Liu , Dong Wang , Huchuan Lu

Online Multi-Object Tracking (MOT) from videos is a challenging computer vision task which has been extensively studied for decades. Most of the existing MOT algorithms are based on the Tracking-by-Detection (TBD) paradigm combined with…

计算机视觉与模式识别 · 计算机科学 2019-04-10 Zhen He , Jian Li , Daxue Liu , Hangen He , David Barber

In recent years, algorithms for multiple object tracking tasks have benefited from great progresses in deep models and video quality. However, in challenging scenarios like drone videos, they still suffer from problems, such as small…

计算机视觉与模式识别 · 计算机科学 2022-02-25 Yunhao Du , Junfeng Wan , Yanyun Zhao , Binyu Zhang , Zhihang Tong , Junhao Dong

Animal Pose Estimation and Tracking (APT) is a critical task in detecting and monitoring the keypoints of animals across a series of video frames, which is essential for understanding animal behavior. Past works relating to animals have…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Yuxiang Yang , Yingqi Deng , Yufei Xu , Jing Zhang

This report presents a framework called Segment And Track Anything (SAMTrack) that allows users to precisely and effectively segment and track any object in a video. Additionally, SAM-Track employs multimodal interaction methods that enable…

计算机视觉与模式识别 · 计算机科学 2023-05-12 Yangming Cheng , Liulei Li , Yuanyou Xu , Xiaodi Li , Zongxin Yang , Wenguan Wang , Yi Yang