Most of the current methods treat crowd counting by density map estimation and use the Fully Convolution Network (FCN) for prediction. The mainstream framework is to predict density maps and use the sum up the density maps to get the number of people. In such methods, the main drawback is...
[CVPR2024] Single Domain Generalization for Crowd Counting 人群计数的单领域泛化 Shimmer 人群计数(Crowd Counting)研究综述 原创: 老田/电闪雷鸣 纯真学者出神入化 3天前 本期我们迎来了编辑团队的新成员,来自复旦大学计算机的在读博士老田和电闪雷鸣。哈哈,邀请不到大牛,把大牛的学生挖过来也不错。本期他们...
特征库机制本身在源数据上就很强 对更新特征的消融实验 在得到互相关图后使用 LN 的消融实验 得到权重图的池化操作消融实验 各种图的可视化结果 论文信息 Dynamic Momentum Adaptation for Zero-Shot Cross-Domain Crowd Counting visal.cs.cityu.edu.hk/s 编辑于 2021-11-26 16:08 ...
Recent deep networks have convincingly demonstrated high capability in crowd counting, which is a critical task attracting widespread attention due to its various industrial applications. Despite such progress, trained data-dependent models usually can not generalize well to unseen scenarios because of the...
PyTorch implementations of the paper: "Neuron Linear Transformation: Modeling the Domain Shift for Crowd Counting. (T-NNLS, 2021)..." Topics domain-adaptation crowd-counting Resources Readme Activity Stars 16 stars Watchers 3 watching Forks 4 forks Report repository Releases No releases...
Weakly supervised adversarial domain adaptation for semantic segmentation in urban scenes IEEE Trans. Image Process. (2019) Q. Wang et al. Neuron linear transformation: modeling the domain shift for crowd counting IEEE Trans. Neural Netw. Learn. Syst. (2021)View more references ...
This is an official repository for our CVPR2024 work, "Single Domain Generalization for Crowd Counting". You can read our paperhere. Requirements Python 3.10.12 PyTorch 2.0.1 Torchvision 0.15.2 Others specified inrequirements.txt Data Preparation ...
This paper investigates crowd counting in the frequency domain, which is a novel direction compared to the traditional view in the spatial domain. By transforming the density map into the frequency domain and using the nice properties of the characteristic function, we propose a novel method that ...
Domain adaptation of MRI scanners as an alternative to MRI harmonization. In Proceedings of the 5th MICCAI Workshop on Domain Adaptation and Representation Transfer, Vancouver, BC, Canada, 12 October 2023. [Google Scholar] Gebre, R.K.; Senjem, M.L.; Raghavan, S.; Schwarz, C.G.; Gunter...
Single Domain Generalization forCrowd Counting Zhuoxuan Peng, Gary S.-H. Chan(本名暴露,不过也无所谓了╮(╯▽╰)╭) [arXiv] [Github] 引言 进入正题,这篇文章研究的是人群计数的单领域泛化问题。人群计数(crowd counting)是个经典的计算机视觉问题,简单点说就是数出图片中含有多少人。主流方法的做法是估计...