Automatic loss function search for adversarial unsupervised domain adaptation
Unsupervised domain adaption (UDA) aims to reduce the domain gap between labeled
source and unlabeled target domains. Many prior works exploit adversarial learning that …
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 …
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
Advancements in adaptive object detection can lead to tremendous improvements in
applications like autonomous navigation, as they alleviate the distributional shifts along the …
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 …
and the target domain closer by adversarial training. Most methods focus on aligning …
Towards corruption-agnostic robust domain adaptation
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 …
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 …
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 …
a network of multiple cameras that do not capture conditions or fields of view. Given a query …