Unsupervised Person Re-Identification on Market-1501->DukeMTMC-reID

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mAP

Rank	Model	mAP	Rank-1	Rank-5	Rank-10	Rank-20	Paper	Code	Year
1	CORE-ReID	74.8	84.8	92.4	94.4	–	CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification	TrinhQuocNguyen/CORE-ReID	2024
2	MMT-ResNet50	65.1	78.0	92.5	88.8	–	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification	thuml/Transfer-Learning-Library · yxgeee/MMT	2020
3	DIM+GLO	58.3	76.2	–	–	–	Domain Adaptive Person Re-Identification via Coupling Optimization	liu-xb/DIM_GLO	2020
4	HSR (Ours)	58.1	76.1	–	–	–	Hard Samples Rectification for Unsupervised Cross-domain Person Re-identification		2021
5	ECN	40.4	63.3	75.8	80.4	84.2	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification	zhunzhong07/ECN · GJTNB/reading-memo	2019
6	DGNet	24.25	42.62	58.57	64.63	–	Joint Discriminative and Generative Learning for Person Re-identification	layumi/Person_reID_baseline_pytorch · NVlabs/DG-Net · youwenjing/reid_mgn-dgnet · +9	2019
7	OGNet	13.7	26.4	–	–	–	Parameter-Efficient Person Re-identification in the 3D Space	layumi/person-reid-3d	2020