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A modified Single-Shot multibox Detector for beyond Real-Time Object Detection
- Source :
- 2020 25th International Conference on Pattern Recognition (ICPR), ICPR
- Publication Year :
- 2021
-
Abstract
- This works focuses on examining the performance of the Single Shot Detector (SSD) model in resource restricted systems where maintaining the power of the full model comprises a significant prerequisite. The proposed SSD variations examine the behavior of lighter versions of SSD while propose measures to limit the unavoidable performance shortage. The outcomes of the conducted research demonstrate a remarkable trade-off between performance losses, speed improvement and the required resource reservation. Thus, the experimental results evidence the efficiency of the presented SSD alterations towards accomplishing higher frame rates and retaining the performance of the original model.
- Subjects :
- 010504 meteorology & atmospheric sciences
Computer science
business.industry
Detector
Reservation
02 engineering and technology
Frame rate
01 natural sciences
Object detection
Power (physics)
Resource (project management)
Limit (music)
Pattern recognition (psychology)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Artificial intelligence
business
Simulation
0105 earth and related environmental sciences
Subjects
Details
- ISBN :
- 978-1-72818-808-9
- ISBNs :
- 9781728188089
- Database :
- OpenAIRE
- Journal :
- 2020 25th International Conference on Pattern Recognition (ICPR)
- Accession number :
- edsair.doi.dedup.....bf22451446fd33336846bba7187d3bc7
- Full Text :
- https://doi.org/10.1109/icpr48806.2021.9413300