Video synopsis algorithms and framework: A survey and comparative evaluation

PY Ingle, YG Kim - Systems, 2023 - mdpi.com
With the increase in video surveillance data, techniques such as video synopsis are being
used to construct small videos for analysis, thereby saving storage resources. The video …

Multiview abnormal video synopsis in real-time

PY Ingle, YG Kim - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
The proliferation of surveillance cameras has resulted in an exponential growth in video
data, which has created several challenges for video data analysis, extraction, and storage …

Video big data analytics in the cloud: A reference architecture, survey, opportunities, and open research issues

A Alam, I Ullah, YK Lee - IEEE Access, 2020 - ieeexplore.ieee.org
The proliferation of multimedia devices over the Internet of Things (IoT) generates an
unprecedented amount of data. Consequently, the world has stepped into the era of big …

Semi-supervised multi-view learning by using label propagation based non-negative matrix factorization

N Liang, Z Yang, Z Li, S **e, W Sun - Knowledge-Based Systems, 2021 - Elsevier
Semi-supervised multi-view learning methods aim to boost the learning performance by
conjunction with labeled data, because the label information can enhance the discriminant …

Interactive visualization-based surveillance video synopsis

K Namitha, A Narayanan, M Geetha - Applied Intelligence, 2022 - Springer
Video synopsis is an effective technique for the efficient analysis of long videos in a short
time. To generate a compact video, multiple tracks of moving objects, which we call as tubes …

Intelligent video data security: a survey and open challenges

JY Yu, Y Kim, YG Kim - Ieee Access, 2021 - ieeexplore.ieee.org
A range of video contents and technology have provided convenience to humans, with real-
time video applications-such as surveillance applications-able to contribute to increasing …

Scene adaptive online surveillance video synopsis via dynamic tube rearrangement using octree

Y Yang, H Kim, H Choi, S Chae… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Visual surveillance produces a significant amount of raw video data that can be time
consuming to browse and analyze. In this work, we present a video synopsis methodology …

Object interaction-based surveillance video synopsis

Z Yunzuo, Z Tingting - Applied Intelligence, 2023 - Springer
With the exponential growth of surveillance videos, quickly retrieving, browse and storing
videos has become an urgent problem to be settled down. Video synopsis technology is an …

Preserving interactions among moving objects in surveillance video synopsis

A Narayanan - Multimedia Tools and Applications, 2020 - Springer
Video synopsis is an effective solution for fast browsing and retrieval of long surveillance
videos. It aims to shorten long video sequences into its equivalent compact video …

Annealing Temporal–Spatial Contrastive Learning for multi-view Online Action Detection

Y Tan, L **e, S **g, S Fang, K Zhang - Knowledge-Based Systems, 2024 - Elsevier
In open-world scenarios, the analysis of action events from multiple viewpoints is crucial for
achieving a holistic understanding, a concept that resonates with human perception …