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Oriented repoints for aerial object detection

Witryna25 gru 2024 · Based on the Oriented Reppoints detector with Swin Transformer backbone, the 3rd Place is achieved on the Task 1 and the 2nd Place is achieved on the Task 2 of 2024 challenge of Learning to Understand Aerial Images held on ICCV’2024. Witryna8 kwi 2024 · Abstract: In contrast to the generic object, aerial targets are often non-axis aligned with arbitrary orientations having the cluttered surroundings. Unlike the mainstreamed approaches regressing the bounding box orientations, this paper proposes an effective adaptive points learning approach to aerial object detection by taking …

Orientation robust object detection in aerial images using deep ...

Witryna24 paź 2024 · Oriented RepPoints for Aerial Object Detection Wentong Li, Yijie Chen, Kaixuan Hu, Jianke Zhu* ( Arxiv) Based on OrientedRepPoints detector, the 2nd and … WitrynaIn contrast to the oriented bounding boxes, point set representation has great potential to capture the detailed structure of instances with the arbitrary orientations, large … stuart eye institute https://nhacviet-ucchau.com

RepPoints：可形变卷积的进阶 - 知乎

WitrynaOrientated object detection in aerial images is still a challenging task due to the bird’s eye view and the various scales and arbitrary angles of objects in aerial images. Most current methods for orientated object detection are anchor-based, which require considerable pre-defined anchors and are time consuming. In this article, we … Witryna1、《 R2CNN：Rotational Region CNN for Orientation Robust Scene Text Detection 》 2、RRPN-《Arbitrary-Oriented Scene Text Detection viaRotation Proposals》 3、《R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object》 4、RR-CNN-《Rotated region based CNN for ship detection》 Witryna13 mar 2024 · Recently, object detection in aerial images has gained much attention in computer vision. Different from objects in natural images, aerial objects are often distributed with arbitrary orientation. Therefore, the detector requires more parameters to encode the orientation information, which are often highly redundant and … stuart fairchild

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Category:深入研读“ReDet: A Rotation-equivariant Detector for Aerial Object …

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Oriented repoints for aerial object detection

RepPoints: Point Set Representation for Object Detection

Witryna10 gru 2015 · Detecting objects in aerial images is challenged by variance of object colors, aspect ratios, cluttered backgrounds, and in particular, undetermined orientations. In this paper, we propose to use Deep Convolutional Neural Network (DCNN) features from combined layers to perform orientation robust aerial object detection. We … Witryna19 sie 2024 · 本文提出了一种旋转等变Rotation-equivariant检测器（ReDet），以从旋转等变特征中提取完整的旋转不变特征。 如图1所示，该方法由两部分组成：旋转等变 …

Oriented repoints for aerial object detection

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Witryna3 paź 2024 · The code for “Oriented RepPoints for Aerial Object Detection (CVPR 2024)” oriented-object-detection aerial-image-detection adaptive-points-learning Updated on Oct 24, 2024 Python Jittor / JDet Star 151 Code Issues Pull requests JDet is an object detection benchmark based on Jittor. Witryna1. 主要内容. 作者提出了一种用于航空图像的定向目标检测器，名为Oriented RepPoints，引入对不同方向、形状和姿势的自适应点表示。. 与传统的回归方法相 …

Witryna31 sty 2024 · Oriented RepPoints for Aerial Object Detection. Abstract; 1. Introduction; 2. Related Work; 2.1. Oriented Object detection; 2.2. Non-axis Aligned … WitrynaRepPoints Detector (RPDet) 由两个基于可变形卷积的识别阶段构成，如图所示。 可变形卷积与 RepPoints 很好地结合在一起，因为它的卷积是在一组不规则分布的采样点上计算的，另外，它的分类可以指导训练这些点的定位。 上图的第一个偏移量通过对角点监督学习得到，第二个偏移量在前一个偏移量的基础上通过分类监督学习得到。 从另一个角 …

Witryna3 lip 2024 · OrientedRepPoints. Oriented RepPoints employs a set of adaptive points to capture the geometric and spatial information of the arbitrary-oriented objects, … Witryna24 cze 2024 · Oriented RepPoints for Aerial Object Detection. Abstract: In contrast to the generic object, aerial targets are often non-axis aligned with arbitrary …

WitrynaOriented RepPoints for Aerial Object Detection CVPR 2024 · Wentong Li , Yijie Chen , Kaixuan Hu , Jianke Zhu · Edit social preview In contrast to the generic object, aerial targets are often non-axis aligned with arbitrary orientations having the …

Witryna24 maj 2024 · Oriented RepPoints for Aerial Object Detection Authors: Wentong Li Jianke Zhu Abstract and Figures In contrast to the oriented bounding boxes, point set … stuart f shawWitrynaR²IPoints: Pursuing Rotation-Insensitive Point Representation for Aerial Object Detection Abstract: Anchor-free aerial object detection methods have recently attracted much attention due to their simplicity and efficiency. However, the performance is still unsatisfactory due to the following two main limitations. stuart f cooper stationary websiteWitrynaAbstract. In contrast to the generic object, aerial targets are often non-axis aligned with arbitrary orientations having the cluttered surroundings. Unlike the mainstreamed … stuart fairchild mlbWitryna25 kwi 2024 · RepPoints: Point Set Representation for Object Detection. Ze Yang, Shaohui Liu, Han Hu, Liwei Wang, Stephen Lin. Modern object detectors rely heavily … stuart factsWitryna24 maj 2024 · To investigate the effectiveness of our proposed arbitrary-oriented object detector, we perform the extensive experiments on three widely used datasets on … stuart facebookWitryna理解Oriented RepPoints需要关注的地方：两个标注五角星的地方。1. RepPoints中的转换函数是转换成垂直的矩形框，而Oriented RepPoints需要的是定向框。2.第二阶段重 … stuart facts for ks2Witryna24 paź 2024 · 提出了RepPoints，这是一种用于对象检测的表示形式，可以对细粒度的本地化信息进行建模，并标识出对对象分类有意义的局部区域。 基于RepPoints，开发了一种称为RPDet的物体检测器，无需锚点即可实现具有竞争力的物体检测性能。 RepPoints算是一种更“高级”的“key point based”的检测方法。 用传统的人体关键点 … stuart family health center