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LPYOLO: Low Precision YOLO for Face Detection on FPGA
Bestami Günay, Sefa Burak Okcu, Hasan Şakir Bilge
In recent years, number of edge computing devices and artificial intelligence applications on them have advanced excessively. In edge computing, decision making processes and compu…
An Efficient Method for Face Quality Assessment on the Edge
Sefa Burak Okcu, Burak Oğuz Özkalaycı, Cevahir Çığla
Face recognition applications in practice are composed of two main steps: face detection and feature extraction. In a sole vision-based solution, the first step generates multiple…
Focus-and-Detect: A Small Object Detection Framework for Aerial Images
Onur Can Koyun, Reyhan Kevser Keser, İbrahim Batuhan Akkaya +1
Despite recent advances, object detection in aerial images is still a challenging task. Specific problems in aerial images makes the detection problem harder, such as small objects…
Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices
Mustafa Ayazoglu
Single-Image Super Resolution (SISR) is a classical computer vision problem and it has been studied for over decades. With the recent success of deep learning methods, recent work…