Smart City Gnosys
Smart city article details
| Title | Efficient Video Summarization For Smart Surveillance Systems |
|---|---|
| ID_Doc | 22435 |
| Authors | Muhammad K.; Hussain T.; Del Ser J.; Ding W.; Gandomi A.H.; De Albuquerque V.H.C. |
| Year | 2022 |
| Published | Proceedings of the 2022 IEEE Symposium Series on Computational Intelligence, SSCI 2022 |
| DOI | http://dx.doi.org/10.1109/SSCI51031.2022.10022220 |
| Abstract | In surveillance systems, vast amounts of data are collected from different sources to monitor ongoing video activities. Usually, video data is passively captured by visual sensors and forwarded to the command center, without intelligent Edge functionalities to select essential video information and locally detect abnormal events therein. These shortcomings often seen in practical surveillance scenarios lead to a wastage of storage resources and make data management, retrieval, and informed decision complex and time-consuming. Therefore, endowing visual sensors with video summarization capabilities is of utmost importance for smarter surveillance systems. This study departs from this rationale to propose an efficient neural networks-based video summarization method for surveillance systems. The proposed approach learns how to optimally segment a video by measuring informative features from the data flow, followed by memorability and entropy to maintain the relevance and diversity of the video summary produced on the Edge. Experimental results over benchmark datasets reveal that the proposed scheme outperforms other state-of-the-art counterparts and proves the effectiveness of our method for video summarization in smart cities. © 2022 IEEE. |
| Author Keywords | Artificial Intelligence; Computer Vision; Deep Learning; Energy-Efficiency; IoT; Smart City; Surveillance Systems; Video Summarization |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
27339  | 0.912 | Shambharkar P.G.; Goel R. | From Video Summarization To Real Time Video Summarization In Smart Cities And Beyond: A Survey | Frontiers in Big Data, 5 (2023) |
| 3163 | 0.884 | Altundogan T.G.; Karakose M.; Mert F. | A New Video Summarization Approach Using Object Density Based Image Similarity For Smart City Applications | 2025 29th International Conference on Information Technology, IT 2025 (2025) |
| 52994 | 0.867 | Kumar A.; Pandey S.K.; Swarup C.; Singh K.U.; Singh T.; Ojha M.K.; Mishra P.K. | Statistical Evaluation Of Video Summarization Models From An Empirical Perspective | Traitement du Signal, 40, 2 (2023) |
| 20934 | 0.853 | Sabha A.; Selwal A. | Domain Adaptation Assisted Automatic Real-Time Human-Based Video Summarization | Engineering Applications of Artificial Intelligence, 124 (2023) |