Object Detection System Paper
![The Structure of the Object Detection System [8] | Download Scientific ...](https://www.researchgate.net/publication/303114182/figure/fig2/AS:400423367266305@1472479778121/The-Structure-of-the-Object-Detection-System-8.png)
%20have%20gained%20widespread%20adoption%20for%20continuous%20mobile%20object%20detection%20(OD)%20tasks%2C%20particularly%20in%20autonomous%20systems.%20However%2C%20a%20prevalent%20issue%20in%20their%20deployment%20is%20the%20one-size-fits-all%20approach%2C%20where%20a%20single%20DNN%20is%20used%2C%20resulting%20in%20inefficient%20utilization%20of%20computational%20resources.%20This%20inefficiency%20is%20particularly%20detrimental%20in%20energy-constrained%20systems%2C%20as%20it%20degrades%20overall%20system%20efficiency.%20We%20identify%20that%2C%20the%20contextual%20information%20embedded%20in%20the%20input%20data%20stream%20(e.g.%20the%20frames%20in%20the%20camera%20feed%20that%20the%20OD%20models%20are%20run%20on)%20could%20be%20exploited%20to%20allow%20a%20more%20efficient%20multi-model-based%20OD%20process.%20In%20this%20paper%2C%20we%20propose%20SHIFT%20which%20continuously%20selects%20from%20a%20variety%20of%20DNN-based%20OD%20models%20depending%20on%20the%20dynamically%20changing%20contextual%20information%20and%20computational%20constraints.%20During%20this%20selection%2C%20SHIFT%20uniquely%20considers%20multi-accelerator%20execution%20to%20better%20optimize%20the%20energy-efficiency%20while%20satisfying%20the%20latency%20constraints.%20Our%20proposed%20methodology%20results%20in%20improvements%20of%20up%20to%207.5x%20in%20energy%20usage%20and%202.8x%20in%20latency%20compared%20to%20state-of-the-art%20GPU-based%20single%20model%20OD%20approaches.)
![Multi-object Detection System Architecture [14] | Download Scientific ...](https://www.researchgate.net/profile/Samad-Najjar-Ghabel/publication/301698983/figure/download/fig3/AS:360935999983617@1463065256129/Multi-object-Detection-System-Architecture-14.png)
![[Paper] DetectoRS for Object Detection | PPT](https://cdn.slidesharecdn.com/ss_thumbnails/paperdetectorsobjectdetection-210320013551-thumbnail.jpg?width=640&height=640&fit=bounds)
![Knowledge based object detection systems [3]. | Download Scientific Diagram](https://www.researchgate.net/publication/360206399/figure/fig4/AS:11431281095838414@1668035788375/Knowledge-based-object-detection-systems-3_Q320.jpg)
![Object Detection: Models, Architectures & Tutorial [2023]](https://kajabi-storefronts-production.kajabi-cdn.com/kajabi-storefronts-production/file-uploads/blogs/22606/images/65c0221-6c2-422e-622-281c2efb1f8_fb8751d-5f67-63cb-fd8c-7ac6ca8de38_Untitled.webp)
![[arXiv 2019/Paper Notes] Step-by-Step Guide: Installing and Configuring ...](https://miro.medium.com/v2/resize:fit:1358/1*_4YD1whkGT0t1g536Xp2Yg.png)
![[arXiv 2019/Paper Notes] Step-by-Step Guide: Installing and Configuring ...](https://miro.medium.com/v2/resize:fit:1358/0*EIXUnD4_ysDvislF.png)
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