0% Complete
Home
/
13th International Conference on Computer and Knowledge Engineering
Towards Efficient Video Object Detection on Embedded Devices
Authors :
Mohammad Hajizadeh
1
Adel Rahmani
2
Mohammad Sabokrou
3
1- School of Computer Engineering Iran University of Science and Technology
2- School of Computer Engineering Iran University of Science and Technology, Tehran, Iran
3- School of Computer Science IPM Institute for Research in Fundamental Sciences
Keywords :
Object Detection،Embedded Device،Deep Neural Networks
Abstract :
The challenge of adapting various object recognition techniques from still images to videos remains unsolved. When applied to videos, methods that are specifically designed for images do not perform well due to several complications. These include blurriness, shifting or ambiguous locations, subpar quality, and other similar concerns. In addition, a lack of effective long-term memory in video object detection has yet to be addressed. It is widely recognized that consecutive frames in a video tend to produce highly similar results in most cases. Therefore, this characteristic can be exploited to improve performance. Moreover, the information contained in a series of sequential or non-consecutive frames exceeds that of a single frame. In our research, we have introduced a novel recurrent cell for feature propagation and have determined the optimal layer placement to augment the memory span. This has resulted in superior precision compared to methods presented in previous research. Furthermore, hardware constraints may exacerbate this issue. Therefore, we have focused on implementing and improving the effectiveness of these techniques on embedded devices. Our approach has yielded impressive results, with a 67.5% mAP accuracy on the real-time ImageNet VID dataset for mobile devices at a rate of 62 fps.
Papers List
List of archived papers
Camouflage Object Segmentation with Attention-Guided Pix2Pix and Boundary Awareness
Erfan Akbarnezhad Sany - Fatemeh Naserizadeh - Parsa Sinichi - Seyyed Abed Hosseini
A Novel Method For Fake News Detection Based on Propagation Tree
Mansour Davoudi - Mohammad Reza Moosavi - Mohammad Hadi Sadreddini
Load Frequency Control of Geothermal Power Plant Incorporated Two-Area Hydro-Thermal System with AC-DC Lines
Shanker J Gambhire - Malligunta Kiran Kumar - Hossein Shahinzadeh - Mohammad-hossein Fayaz-dastgerdi - B. Srikanth Goud - Ch.Naga sai Kalyan
Paddy Plant Stress Identification Using Few-Shot Learning Framework
Ervin Gubin Moung - Pavindrah Naidu a/l Narayanasamy Naiidu - Maisarah Mohd Sufian - Valentino Liaw - Ali Farzamnia - Lorita Angeline
DFIG-WECS Renewable Integration to the Grid and Stability Improvement through Optimal Damping Controller Design
Theophilus Ebuka Odoh - Aliyu Sabo - Hossien Shahinzadeh - Noor Izzri Abdul Wahab - Farshad Ebrahimi
Improving Machine Learning Classification of Heart Disease Using the Graph-Based Techniques
Abolfazl Dibaji - Sadegh Sulaimany
Real-Time Forecasting Using Mixed Frequency Time-Series Data
Armin Khayati - Mohammad Taheri - Koorush Ziarati
Deep Inside Tor: Exploring Website Fingerprinting Attacks on Tor Traffic in Realistic Settings
Amirhossein Khajehpour - Farid Zandi - Navid Malekghaini - Mahdi Hemmatyar - Naeimeh Omidvar - Mahdi Jafari Siavoshani
Improve the utility of tensor cores by compacting sparse matrix technique
Mohammad.S Abazari - Mahsa Zahedi - Abdorreza Savadi
A Weighted TF-IDF-based Approach for Authorship Attribution
Ali Abedzadeh - Reza Ramezani - Afsaneh Fatemi
more
Samin Hamayesh - Version 41.7.6