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Buildings and Vehicles Discrimination in Drone Images

  • António J. R. Neves,
  • Rita Amante,
  • Daniel Canedo,
  • José Silvestre Silva

摘要

The aim of this work is to analyze the performance of Deep Learning algorithms for detecting vehicles and buildings in aerial images. Two algorithms, Faster R-CNN and YOLO, are compared to identify the best performance. The results showed that there is a considerable discrepancy between the two algorithms, both in terms of performance and speed. Faster R-CNN only proved to be superior in terms of training speed, but YOLO achieved the best results.