Unsupervised Domain Adaptation on Market to MSMT

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mAP

Rank	Model	mAP	rank-1	rank-5	rank-10	Paper	Code	Year
1	CORE-ReID V2	44.1	71.3	82.4	86.0	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	TrinhQuocNguyen/CORE-ReID-v2	2025
2	CORE-ReID	41.9	69.5	80.3	84.4	CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification	TrinhQuocNguyen/CORE-ReID	2024
3	CORE-ReID V2 Tiny	35.8	64.7	76.6	80.8	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	TrinhQuocNguyen/CORE-ReID-v2	2025
4	CCTSE	33.2	62.3	74.1	78.5	Unsupervised and self-adaptative techniques for cross-domain person re-identification	Gabrielcb/Unsupervised_selfAdaptative_ReID	2021
5	UMDA	32.7	62.4	72.7	78.4	Unsupervised multi-source domain adaptation for person re-identification via feature fusion and pseudo-label refinement		2024
6	AWB	30.6	61.4	73.3	78.2	Attentive WaveBlock: Complementarity-enhanced Mutual Networks for Unsupervised Domain Adaptation in Person Re-identification and Beyond	WangWenhao0716/Attentive-WaveBlock	2020
7	SpCl	25.4	51.6	64.3	69.7	Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID	open-mmlab/OpenUnReID · yxgeee/SpCL · GJTNB/reading-memo	2020
8	SDA	23.2	49.5	62.2	67.7	Structured Domain Adaptation with Online Relation Regularization for Unsupervised Person Re-ID	yxgeee/VisDA-ECCV20 · yxgeee/SDA · GJTNB/reading-memo	2020
9	MMT	22.9	49.2	63.1	68.8	Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification	thuml/Transfer-Learning-Library · yxgeee/MMT	2020
10	DG-Net++	22.1	48.4	60.9	66.1	Joint Disentangling and Adaptation for Cross-Domain Person Re-Identification	NVlabs/DG-Net-PP	2020
11	ECN++	15.2	40.4	53.1	58.7	Learning to Adapt Invariance in Memory for Person Re-identification		2019
12	MMCL	15.1	40.8	51.8	56.7	Unsupervised Person Re-identification via Multi-label Classification		2020
13	SSG	13.2	31.6	-	49.6	Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification	OasisYang/SSG	2018
14	ECN	8.5	25.3	36.3	42.1	Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification	zhunzhong07/ECN · GJTNB/reading-memo	2019
15	DG-Net	5.41	17.11	26.66	31.62	Joint Discriminative and Generative Learning for Person Re-identification	layumi/Person_reID_baseline_pytorch · NVlabs/DG-Net · youwenjing/reid_mgn-dgnet · +9	2019
16	PTGAN	2.9	10.2	-	24.4	Person Transfer GAN to Bridge Domain Gap for Person Re-Identification	yxgeee/MMT · syliz517/clip-reid · yxgeee/SpCL · +27	2017
17	OG-Net	1.7	5.9	-	-	Parameter-Efficient Person Re-identification in the 3D Space	layumi/person-reid-3d	2020
18	CORE-ReID V2	44.1	71.3	82.4	86.0	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	TrinhQuocNguyen/CORE-ReID-v2	2025
19	CORE-ReID	41.9	69.5	80.3	84.4	CORE-ReID: Comprehensive Optimization and Refinement through Ensemble Fusion in Domain Adaptation for Person Re-Identification	TrinhQuocNguyen/CORE-ReID	2024
20	CORE-ReID V2 Tiny	35.8	64.7	76.6	80.8	CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion	TrinhQuocNguyen/CORE-ReID-v2	2025