WebJan 5, 2024 · Abstract: To mitigate the issue of minimal intrinsic features for pure data-driven methods, in this article, we propose a novel model-driven deep network for infrared small target detection, which combines discriminative networks and conventional model-driven methods to make use of both labeled data and the domain knowledge. By … WebApr 13, 2024 · The construction of a small target detection layer retains more shallow feature information to enhance the recognition of small leakage points and reduce the leakage detection rate, with the smallest identifiable leak size up to 1 mm. The comparison experiments of different network models show that the Precision, Recall, and mAP values …
Infrared small target detection based on local-image construction …
WebApr 10, 2024 · Single-frame infrared small target (SIRST) detection aims at separating small targets from clutter backgrounds on infrared images. Recently, deep learning based methods have achieved promising performance on SIRST detection, but at the cost of a large amount of training data with expensive pixel-level annotations. To reduce the … WebJan 1, 2024 · Dim and small target detection is also widely used in the field of remote sensing detection and target tracking [7], [8], [9]. Due to remote imaging, the sizes of targets in an infrared image are extremely small, usually between 2 × 2 and 5 × 5, while their brightness is also different, some of them are dim and lower signal-to-noise ratios ... descriptive survey research design tagalog
Research progress of single-stage small target detection based on …
WebMay 9, 2024 · In this paper, an improved algorithm based on Yolo V3 is proposed, which can effectively improve the accuracy of small target detection. First of all, the feature map … WebApr 8, 2024 · Jiang et al. proposed an improved YOLOv5 UAV detection algorithm and tracking method to address the difficulties of poor imaging contrast, complex background and small target scale. The method improved UAV detection probability by adding a detection head and attention module, and achieved high-speed tracking performance by … WebAug 10, 2024 · Small target detection is an important research field at home and abroad. Long-distance targets often have small characteristics. Compared with large targets, this method has the characteristics of less pixels, fuzzy parameters, low detection rate and high false alarm rate. descriptive teaching aac