Thermal Object Detection in Difficult Weather Conditions Using YOLO

Abstract

This research was fully supported by the Croatian Science Foundation under the project IP-2016-06-8345 "Automatic recognition of actions and activities in multimedia content from the sports domain" (RAASS).

Toward More Robust and Real-Time Unmanned Aerial Vehicle Detection and Tracking via Cross-Scale Feature Aggregation Based on the Center Keypoint

“…Our approach is quite general, as it can handle a variety of UAV detection situations [35,36]. Empirical performance evaluations established the advantages of the proposed method over other state-of-the-art algorithms, as detailed below.…”

A Comprehensive Review of Smart Glasses Technology- Future of Eyewear

“…The different types of cameras that are used in smart glasses are RGB, depth camera, infrared vision which also support different computer vision tasks. [12] Due to computational limitations in smart glasses, various computer vision algorithms that are used will be efficient and should also be able to work precisely with videos of low fps. Eye blink detection has various applications in health care, human computer interaction and driving safety.…”

“…The specifications of the battery differs from device to device as the energy requirements of different sensors embedded in smart glasses are different. [12] Apart from various other use cases of smart glasses, detecting heart rate of the wearer by using PPG sensor is another feature which can be added to the smart glasses. Reflectance mode sensors are used for long term HR monitoring, in which light is allowed to fall on the skin and is reflected by the subcutaneous tissue present under the skin.…”

“…So, there are at least three such methods to point on objects which are based on wearable devices such as smart glasses: (I) pointing at the target with naked eyes, (II) pointing at the target with laser pointer and then searching the laser pointer in the captured images, and (III) pointing at the object with the help of a crosshair which is displayed on OHMD. [32] Table 2.2 Comparison of various Smart Glasses [12] The proposed system in [4] is based on Google Glass, which has a camera and OHMD. The images taken are sent to a computer via the local network due to processing limitations in google glasses.…”

Experimental study of a prototype for an autonomous infrared system for ground object recognition

“…Для того чтобы заранее рассмотреть все возможности архитектуры YOLOv3, авторами данной статьи были изучены материалы, представленные в [2,3]. Однако, несмотря на схожесть исследований с нашим исследованием в части обучения известной архитектуры YOLOv3 на наборе изображений видимой области электромагнитного спектра для применения в ИК системах, в большинстве зарубежных публикаций основное внимание уделяется распознаванию людей, что не представляло интереса для нас, к тому же в известных публикациях не уделено внимание анализу результатов обработки видеопотока, снятого с колеблющегося и вибрирующего носителя.…”