Unsupervised Domain Adaptation On Market To

Metrics

mAP

Results

Performance results of various models on this benchmark

Model Name	mAP	Paper Title	Repository
EvoADA	71.4	On Evolving Attention Towards Domain Adaptation	-
TJ-AIDL	23.0	Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification	-
PCB-PAST	54.3	Self-training with progressive augmentation for unsupervised cross-domain person re-identification
SDA	61.4	Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID
CFSM	27.3	Disjoint Label Space Transfer Learning with Common Factorised Space	-
SPGAN	22.3	Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification
CCTSE	72.6	Unsupervised and self-adaptative techniques for cross-domain person re-identification
UCDA	31.0	A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification	-
ENC	40.4	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification
SNR	58.1	Style Normalization and Restitution for Generalizable Person Re-identification
OG-Net	13.7	Parameter-Efficient Person Re-identification in the 3D Space
PDA-Net	45.1	Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation	-
ECN++	54.4	Learning to Adapt Invariance in Memory for Person Re-identification	-
MMCL	51.4	Unsupervised Person Re-identification via Multi-label Classification	-
CORE-ReID	74.8	CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification
SSG	53.4	Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
AWB	71.0	Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond
SpCL	68.8	Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID
ACT	54.5	Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-Identification
MMT	65.1	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification

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