随着人们对数据隐私保护的迫切需要,近年来,无源目标检测(source - free Object Detection, SFOD)作为数据保护检测的一个新兴分支应运而生。由于目标检测任务的复杂性(多区域、多尺度特征和复杂的网络结构)和缺乏源数据的挑战性,简单地将现有的udaclclassification或UDAOD方法应用于SFOD任务并不能得到满意的结果[48,26]...
右:无源域自适应(source- free Domain Adaptation, SFDA)设置,即在没有源数据的情况下,通过伪标签自训练和提出的实例关系图(Instance Relation Graph, IRG)网络引导对比损失,使源训练模型适应目标域。 SFDA比UDA更具挑战性。具体来说,除了目标数据没有标签之外,源数据在适应期间也无法访问。因此,大多数SFDA检测方法...
This paper focuses on source-free domain adaptation for object detection in computer vision. This task is challenging and of great practical interest, due to the cost of obtaining annotated data sets for every new domain. Recent research has proposed various solutions for Source-Free Object ...
Source-free domain adaptation (SFDA) is a challenging problem in object detection, where a pre-trained source model is adapted to a new target domain without using any source domain data for privacy and efficiency reasons. Most state-of-the-art SFDA methods for object detection have been ...
论文标题:Refined Pseudo labeling for Source-free Domain Adaptive Object Detection论文作者:Siqi Zhang, Lu Zhang, Zhiyong Liu论文来源:2023 ArXiv论文地址:download 论文代码:download视屏讲解:click 1 介绍领域自适应目标检测(DAOD)假设带标记的源数据和未标记的目标数据都可以用于训练,但这种假设在现实世界中并...
Source-free domain adaptation (SFDA) is a challenging problem in object detection, where a pre-trained source model is adapted to a new target domain without using any source domain data for privacy and efficiency reasons. Most state-of-the-art SFDA methods for object detection have been propos...
We investigate the problem of source-free domain adaptation for object detection and identify some of the major challenges that need to be addressed. We introduced an Instance Relation Graph (IRG) framework to model the relationship between proposals generated by the region proposal network. We ...
Code README We are currently working on refactoring all the original code. Please wait for the final version. However, you can run the example code using the instructions below. This is an official code implementation repository forEnhancing Source-Free Domain Adaptive Object Detection with Low-con...
BOOLEANIoCheckFileObjectOpenedAsCopySource( [in] PFILE_OBJECT FileObject ); 参数 [in] FileObject 指向要检查复制意向的源文件对象的指针。 返回值 如果文件对象表示以前使用复制文件意向打开的源文件,则IoCheckFileObjectOpenedAsCopySource返回 TRUE;否则返回 FALSE。 TRUE 的返回值仅在创建时向意向发出信号;这并...
Free Debugging Source Code and Libraries This page lists source code, libraries and object modules that you can link into your program to help you detect resource leaks, memory leaks, buffer or heap overruns, check your heap and buffers for integrity, check array bounds, etc. It also contains...