Unsupervised Person Re-Identification on DukeMTMC-reID->MSMT17

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mAP

Rank	Model	mAP	Rank-1	Rank-10	Rank-5	Top-1 (%)	Paper	Code	Year
1	CORE-ReID	45.2	72.2	86.3	82.9	–	CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification	TrinhQuocNguyen/CORE-ReID	2024
2	DIM+GLO	24.4	56.5	–	–	–	Domain Adaptive Person Re-Identification via Coupling Optimization	liu-xb/DIM_GLO	2020
3	Self-Similarity Grouping (one shot)	23.6	43.6	61.8	–	–	Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification	OasisYang/SSG	2018
4	MMT-ResNet50	23.5	–	–	–	50.0	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification	thuml/Transfer-Learning-Library · yxgeee/MMT	2020
5	ECN	10.2	30.2	46.8	41.5	–	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification	zhunzhong07/ECN · GJTNB/reading-memo	2019
6	DGNet	6.35	20.59	31.67	37.04	–	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	1.9	6.8	–	–	–	Parameter-Efficient Person Re-identification in the 3D Space	layumi/person-reid-3d	2020