Oriented object detectors
Witryna19 lip 2024 · Object detection using an oriented bounding box (OBB) can better target rotated objects by reducing the overlap with background areas. Existing OBB approaches are mostly built on horizontal bounding box detectors by introducing an additional angle dimension optimized by a distance loss. Witryna17 kwi 2024 · OBBDetection is an oriented object detection toolbox modified from MMdetection v2.2. Major features. MMdetection feature inheritance. OBBDetection …
Oriented object detectors
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Witryna10 gru 2015 · Orientation robust object detection in aerial images using deep convolutional neural network Abstract: Detecting objects in aerial images is … Witryna10 kwi 2024 · With the increasing demand for oriented object detection e.g. in autonomous driving and remote sensing, the oriented annotation has become a labor-intensive work. To make full use of existing horizontally annotated datasets and reduce the annotation cost, a weakly-supervised detector H2RBox for learning the rotated …
WitrynaOriented object detection is a challenging task in aerial images since the objects in aerial images are displayed in arbitrary directions and are frequently densely packed. The mainstream detectors describe rotating objects using a five-parament or eight-parament representations, which suffer from Witryna6 cze 2024 · Object detection with Transformers (DETR) has achieved a competitive performance over traditional detectors, such as Faster R-CNN. However, the …
Witryna10 gru 2024 · In this paper, we propose Dual-Det, a keypoint-based oriented object detector. We firstly propose a dual-angle with a short-side and ratio regression strategy (DASR), which uses the object centre and the length and angles of two diagonals to represent an object. Witryna21 lut 2024 · Oriented object detection is one of the most fundamental and challenging tasks in remote sensing, aiming at locating the oriented objects of numerous …
Witryna17 paź 2024 · Without tricks, oriented R-CNN with ResNet50 achieves state-of-the-art detection accuracy on two commonly-used datasets for oriented object detection …
Witryna10 gru 2015 · In this paper, we propose to use Deep Convolutional Neural Network (DCNN) features from combined layers to perform orientation robust aerial object detection. We explore the inherent characteristics of DC-NN as well as relate the extracted features to the principle of disentangling feature learning. cefn saeson secondary schoolWitrynaAdaptive Period Embedding for Representing Oriented Objects in Aerial Images【中国科学技术大学】, 提出了 Adaptive Period Embedding (APE) 和 Length Independent IoU (LIIoU) A Novel Data Augmentation Method for Detection of Specific Aircraft in Remote Sensing RGB Images. 【哈尔滨工程大学】，将真实的遥感图像与特定的飞机三维模 … buty lemsWitrynaTo this end, we introduce in this work a new real-time deep learning approach for 3D multi-object detection for smart mobility not only on roads, but also on railways. To obtain the 3D bounding boxes of the objects, we modified a proven real-time 2D detector, YOLOv3, to predict 3D object localization, object dimensions, and object … butylene boiling pointWitryna10 kwi 2024 · This paper proposes a novel Semi-supervised Oriented Object Detection model, termed SOOD, built upon the mainstream pseudo-labeling framework. Towards oriented objects in aerial scenes, we design two … cefn saeson new schoolWitrynaThis diminishes the detectors’ speed, thereby becoming the computational bottleneck in advanced oriented object detection systems. This work proposes an effective and simple oriented object detection framework, termed Oriented R-CNN, which is a general two-stage oriented detector with promising accuracy and efficiency. To be … cefn saeson school uniformWitryna14 cze 2024 · Anchor-Free Oriented Proposal Generator for Object Detection Abstract: Oriented object detection is a practical and challenging task in remote sensing image interpretation. Nowadays, oriented detectors mostly use horizontal boxes as intermedium to derive oriented boxes from them. cefn saeson school websiteWitryna30 paź 2024 · For instance, when we apply object detection on a car and get a bounding box, is there any ways or methods to calculate where the heading is or the … butylene adipate terephthalate