107 citations
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Benchmarking Apache Spark and Hadoop MapReduce on Big Data Classification
Taha Tekdogan, Ali Cakmak
Most of the popular Big Data analytics tools evolved to adapt their working environment to extract valuable information from a vast amount of unstructured data. The ability of data…
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…
Classification of Intra-Pulse Modulation of Radar Signals by Feature Fusion Based Convolutional Neural Networks
Fatih Cagatay Akyon, Yasar Kemal Alp, Gokhan Gok +1
Detection and classification of radars based on pulses they transmit is an important application in electronic warfare systems. In this work, we propose a novel deep-learning based…
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…