Automatic loss function search for adversarial unsupervised domain adaptation

Z Mei, P Ye, H Ye, B Li, J Guo, T Chen… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Unsupervised domain adaption (UDA) aims to reduce the domain gap between labeled
source and unlabeled target domains. Many prior works exploit adversarial learning that …

Meta separation–fusion for generalizable person re-identification

H Du, L He, J Guo, J Li - Knowledge-Based Systems, 2024 - Elsevier
Abstract Domain generalization (DG) person re-identification (Re-ID) with a good
generalization ability on unseen domains has received widespread attention. Existing DG …

To miss-attend is to misalign! residual self-attentive feature alignment for adapting object detectors

V Khindkar, C Arora… - Proceedings of the …, 2022 - openaccess.thecvf.com
Advancements in adaptive object detection can lead to tremendous improvements in
applications like autonomous navigation, as they alleviate the distributional shifts along the …

Cross-attention-map-based regularization for adversarial domain adaptation

J Li, H Wang, K Wu, C Liu, J Tan - Neural Networks, 2022 - Elsevier
In unsupervised domain adaptation (UDA), many efforts are taken to pull the source domain
and the target domain closer by adversarial training. Most methods focus on aligning …

Towards corruption-agnostic robust domain adaptation

Y Xu, K Sheng, W Dong, B Wu, C Xu… - ACM Transactions on …, 2022 - dl.acm.org
Great progress has been achieved in domain adaptation in decades. Existing works are
always based on an ideal assumption that testing target domains are independent and …

基于自适应融合网络的跨域行人重识别方法

郭迎春, 冯放, 阎刚, 郝小可 - 自动化学报, 2022 - aas.net.cn
无监督跨域的行人重识别旨在将从有标签的源域中学**到的知识迁移到无标签的目标域,
具有实用性和有效性而得到广泛关注. 基于聚类的跨域行人重识别可以生成伪标签并对模型进行 …

Multi-target domain adaptation for person re-identification

F Remigereau - 2023 - espace.etsmtl.ca
Re-identification of individuals (ReID) involves matching images of pedestrians captured by
a network of multiple cameras that do not capture conditions or fields of view. Given a query …