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SOTA
Unsupervised Domain Adaptation
Unsupervised Domain Adaptation On Market To 1
Unsupervised Domain Adaptation On Market To 1
評価指標
mAP
rank-1
rank-10
rank-5
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
mAP
rank-1
rank-10
rank-5
Paper Title
Repository
SSG
13.2
31.6
49.6
-
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
DG-Net
5.41
17.11
31.62
26.66
Joint Discriminative and Generative Learning for Person Re-identification
ECN
8.5
25.3
42.1
36.3
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification
ECN++
15.2
40.4
58.7
53.1
Learning to Adapt Invariance in Memory for Person Re-identification
-
PTGAN
2.9
10.2
24.4
-
Person Transfer GAN to Bridge Domain Gap for Person Re-Identification
CORE-ReID
41.9
69.5
84.4
80.3
CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification
CCTSE
33.2
62.3
78.5
74.1
Unsupervised and self-adaptative techniques for cross-domain person re-identification
SpCl
25.4
51.6
69.7
64.3
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID
DG-Net++
22.1
48.4
66.1
60.9
Joint Disentangling and Adaptation for Cross-Domain Person Re-Identification
AWB
30.6
61.4
78.2
73.3
Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond
MMT
22.9
49.2
68.8
63.1
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
SDA
23.2
49.5
67.7
62.2
Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID
OG-Net
1.7
5.9
-
-
Parameter-Efficient Person Re-identification in the 3D Space
MMCL
15.1
40.8
56.7
51.8
Unsupervised Person Re-identification via Multi-label Classification
-
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