Dual-aligned oriented detector
WebOct 27, 2024 · The non-rigid cattle individuals are annotated by real oriented bounding boxes (ROBB) whose orientations are aligned with intrinsic cattle body direction and in the range [0,2\pi ) We propose an orientation-sensitive IOU algorithm and angle-related loss, and implement an oriented object detector by extending YOLOv1. Webbased rotated object detectors have one-stage and two-stage approches similar to horizontal object detectors. RoI Transformer[2] proposes a RRoI learner to predict the off-sets of Rotated Ground Truths (RGTs) relative to pre-dicted HRoI. Oriented R-CNN[20] designs a lightweight oriented RPN to generate high-quality oriented proposals.
Dual-aligned oriented detector
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WebDual-Aligned Oriented Detector. Article. Jan 2024; Gong Cheng; Yanqing Yao; ... Nowadays, oriented detectors mostly use horizontal boxes as intermedium to derive oriented boxes from them. However ... WebFeb 24, 2024 · Through a novel Alignment Convolution, convolutional features can be aligned according to anchor boxes. The DDM produces orientation-sensitive feature and reconstructs orientation-invariant features to alleviate inconsistency between classification and localization accuracy.
WebNorthwestern polytechnical university - Cited by 89 - object detection - remote sensing images - deep learning - convolutional nural networks Webadshelp[at]cfa.harvard.edu The ADS is operated by the Smithsonian Astrophysical Observatory under NASA Cooperative Agreement NNX16AC86A
WebJan 1, 2024 · Cheng et al. [13] proposed Dual-aligned Oriented Detector (DODet) to solve feature misalignment problems between classification and localization in remote sensing … Web@unpublished{DODet, author = "Yao, Yanqing and Cheng, Gong and Wang, Guangxing and Li, Shengyang and Zhou, Peicheng and Han, Junwei", title = "On Improving …
WebMar 1, 2024 · In this article, we present a two-stage oriented object detection method, termed dual-aligned oriented detector (DODet), toward evading the aforementioned problems of spatial and feature ...
WebAug 28, 2024 · Rotating object detection has recently attracted increasing attention in aerial photographs, remote sensing images, etc. In this paper, we propose a rotating object … probability distribution pythonWebAug 28, 2024 · Dual-aligned oriented detector (DODet) [28] can generate high-quality rotated proposals and alleviate the feature misalignment between classification and localization. Unlike the anchor-based method, Cheng et al. [29] propose a novel Anchor-free Oriented Proposal Generator (AOPG) that totally removes all horizontal boxes in the … probability distribution table examplesWebAug 17, 2024 · TOOD: Task-aligned One-stage Object Detection. One-stage object detection is commonly implemented by optimizing two sub-tasks: object classification and localization, using heads with two parallel branches, which might lead to a certain level of spatial misalignment in predictions between the two tasks. In this work, we propose a … probability distribution sampleWebJan 1, 2024 · In this article, we focus on two issues that hinder the performance of the two-stage oriented detectors: 1) the notorious boundary discontinuity problem, which would result in significant loss... probability distribution research paperWebApr 7, 2024 · Dependency-oriented detectors that leverage inter-attribute correlations are discussed in Sect. 6.4. The issue of choosing evaluation parameters is discussed in Sect. 6.5. Section 6.6 introduces TRINITY, which is an ensemble method composed of three different types of base detectors. probability distribution standard deviationWebNov 3, 2024 · 我们提出的DODet是一个两阶段的面向对象检测器,由一个OPN和一个LDH组成。 在第一阶段,我们引入了一种新颖的定向边界盒描述方法,以生成高质量的旋转建议。 这种方法可以有效地处理水平建议和定向物体之间的空间错位问题。 在第二阶段,我们利用通过框回归子网预测的边界框来指导分类分支以获得更多的判别性特征 … probability distributions binomial and normalWebNov 6, 2024 · 2.1 Oriented Object Detection. Aerial images are the main application scenarios of the rotation detectors. Xia et al. [] construct a large-scale object detection … probability distribution table creator