Military aircraft detection. Access the dataset, featuring 3,842 remote sensing images with 22,341 annotated instances of 20 aircraft types. With strategic decision-making heavily reliant on accurate aircraft identification, the task remains inherently challenging. This dataset contains 2558 images of military aircraft, labeled as one of five categories (Fighter jets, armed helicopters, bombers, early warning aircraft, and passenger aircraft). YOLOv5, a state-of-the-art object detection algorithm, has been employed to train the model on the provided dataset. This study introduces an innovative approach utilizing You Only Look Once version 5 (YOLOv5), a cutting-edge object detection framework, to address this challenge. The goal of this project is to develop a proof-of-concept object detection model capable of identifying military aircraft in images. Dec 17, 2023 · Dataset for object detection of military aircraft. Intended Use: Military surveillance, object recognition, and security applications. Some applications related to this field include, recognition of military vehicles in social media [1], recognition of camouflaged military targets [2], and battlefield object detection [3]. In operations and wars, military aircraft detection is crucial for detecting Abstract Today, many military branches around the world are investing in Computer Vision for Intelligence, Surveillance and Reconnaissance (ISR). It is of great significance to intelligence deployment and strategic deployment. The identification of military aircraft continues to be a problematic issue. Dec 1, 2024 · With the development of infrared technology, small aircraft detection becomes one of the most meaningful and important task because of a large number of applications [1], especially in the field of military including infrared small target detection and tracking [2], missile guidance and so on. Apr 21, 2022 · In the military field, aerial images and remote sensing images are used to detect aircraft objects in military bases and airports in war. The specific aircraft models included in the training and detection process are: F15 F16 F18 F35 C130 Due to resource limitations, only these Jun 2, 2023 · In making strategic decisions in the military, military aircraft detection has become increasingly crucial. This dataset features bounding boxes in PASCAL VOC format (xmin, ymin, xmax, ymax) and includes images of 43 distinct aircraft types, such as A-10, F-35, Su-57, and more. Includes both horizontal and oriented bounding boxes, ideal for training and evaluating aircraft recognition algorithms. Model Training Training Military Aircraft Detection Military Aircraft Detection is a dataset for object detection task. military aircraft images with aircraft type and bounding box annotations. In comparison with the visible imagery and object, small aircraft detection in infrared imagery is Model Card: Military Aircraft Detection with Vision Transformer (ViT) Model Information Model Name: Military Aircraft Image Detection Model Type: Vision Transformer (ViT) Model Overview Purpose: The model is designed for the detection and classification of military aircraft in images. The model was trained on a dataset containing 14,500 images of military aircraft, with detailed annotations for each image. In this project, I used a YOLOv8 model to detect and classify military aircraft in images and videos. zqqajr nghdbza tsqfr ywbtyv ldtvuw jzxf kjwc gsq qzulx vtmmzpj