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SOTA
Unsupervised Domain Adaptation
Unsupervised Domain Adaptation On Market To
Unsupervised Domain Adaptation On Market To
Metrics
mAP
Results
Performance results of various models on this benchmark
Columns
Model Name
mAP
Paper Title
CORE-ReID
74.8
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification
LF2
73.5
Learning Feature Fusion for Unsupervised Domain Adaptive Person Re-identification
CCTSE
72.6
Unsupervised and self-adaptative techniques for cross-domain person re-identification
EvoADA
71.4
On Evolving Attention Towards Domain Adaptation
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
MMT
65.1
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
SDA
61.4
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID
SNR
58.1
Style Normalization and Restitution for Generalizable Person Re-identification
ACT
54.5
Asymmetric Co-Teaching for Unsupervised Cross Domain Person Re-Identification
ECN++
54.4
Learning to Adapt Invariance in Memory for Person Re-identification
PCB-PAST
54.3
Self-training with progressive augmentation for unsupervised cross-domain person re-identification
AD-Cluster
54.1
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification
SSG
53.4
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
MMCL
51.4
Unsupervised Person Re-identification via Multi-label Classification
UDAP
49.0
Unsupervised Domain Adaptive Re-Identification: Theory and Practice
PDA-Net
45.1
Cross-Dataset Person Re-Identification via Unsupervised Pose Disentanglement and Adaptation
CBN+ECN
44.9
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization
ENC
40.4
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification
UCDA
31.0
A Novel Unsupervised Camera-aware Domain Adaptation Framework for Person Re-identification
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