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Unsupervised Domain Adaptation On Market To 1

Metrics

mAP

rank-1

rank-10

rank-5

Results

Performance results of various models on this benchmark

					Paper Title	Repository
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
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
SpCl	25.4	51.6	69.7	64.3	Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID
SDA	23.2	49.5	67.7	62.2	Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID
MMT	22.9	49.2	68.8	63.1	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
DG-Net++	22.1	48.4	66.1	60.9	Joint Disentangling and Adaptation for Cross-Domain Person Re-Identification
ECN++	15.2	40.4	58.7	53.1	Learning to Adapt Invariance in Memory for Person Re-identification	-
MMCL	15.1	40.8	56.7	51.8	Unsupervised Person Re-identification via Multi-label Classification	-
SSG	13.2	31.6	49.6	-	Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification
ECN	8.5	25.3	42.1	36.3	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification
DG-Net	5.41	17.11	31.62	26.66	Joint Discriminative and Generative Learning for Person Re-identification
PTGAN	2.9	10.2	24.4	-	Person Transfer GAN to Bridge Domain Gap for Person Re-Identification
OG-Net	1.7	5.9	-	-	Parameter-Efficient Person Re-identification in the 3D Space

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Unsupervised Domain Adaptation On Market To 1 | SOTA | HyperAI