Smart City Gnosys
Smart city article details
| Title | Towards Digital Retina In Smart Cities: A Model Generation, Utilization And Communication Paradigm |
|---|---|
| ID_Doc | 58097 |
| Authors | Lou Y.; Duan L.-Y.; Luo Y.; Chen Z.; Liu T.; Wang S.; Gao W. |
| Year | 2019 |
| Published | Proceedings - IEEE International Conference on Multimedia and Expo, 2019-July |
| DOI | http://dx.doi.org/10.1109/ICME.2019.00012 |
| Abstract | The digital retina in smart cities is to select what the City Eye tells the City Brain, and convert the acquired visual data from front-end visual sensors to features in an intelligent sensing manner. By deploying deep learning and/or handcrafted models in front-end devices, the compact features can be extracted and subsequently delivered to back-end cloud for search and advanced analytics. In this context, we propose a model generation, utilization, and communication paradigm, aiming to address a set of unique challenges for better artificial intelligence services in smart cities. In particular, we present an integrated multiple deep learning models reuse and prediction strategy, which greatly increases the feasibility of the digital retina in processing and analyzing the large-scale visual data in smart cities. The promise of the proposed paradigm is demonstrated through a set of experiments. © 2019 IEEE. |
| Author Keywords | Digital retina; Model communication; Model compression; Model reuse |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
57706  | 0.891 | Bai Y.; Duan L.-Y.; Luo Y.; Wang S.; Wen Y.; Gao W. | Toward Intelligent Visual Sensing And Low-Cost Analysis: A Collaborative Computing Approach | 2019 IEEE International Conference on Visual Communications and Image Processing, VCIP 2019 (2019) |
| 17900 | 0.859 | Sowmiya M.; Rekha B.B.; Kanthavel R. | Deep Learning In Smart Applications: Approaches And Challenges | EAI/Springer Innovations in Communication and Computing (2021) |
| 56855 | 0.859 | Al-Qudah R.; Khamayseh Y.; Aldwairi M.; Khan S. | The Smart In Smart Cities: A Framework For Image Classification Using Deep Learning | Sensors, 22, 12 (2022) |
| 6997 | 0.854 | Said Y.; Alsuwaylimi A.A. | Ai-Based Outdoor Moving Object Detection For Smart City Surveillance | AIMS Mathematics, 9, 6 (2024) |
| 59794 | 0.852 | Laad M.; Maurya R.; Saiyed N. | Unveiling The Vision: A Comprehensive Review Of Computer Vision In Ai And Ml | 2024 International Conference on Advances in Data Engineering and Intelligent Computing Systems, ADICS 2024 (2024) |