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SotA/Unsupervised Domain Adaptation/Market to Duke

Unsupervised Domain Adaptation on Market to Duke

Metric: mAP (higher is better)

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#Model↕mAP▼Extra DataPaperDate↕Code
1CORE-ReID74.8No--Code
2LF273.5NoLearning Feature Fusion for Unsupervised Domain ...2022-05-19Code
3CCTSE72.6NoUnsupervised and self-adaptative techniques for ...2021-03-21Code
4EvoADA71.4NoOn Evolving Attention Towards Domain Adaptation2021-03-25-
5AWB71NoAttentive WaveBlock: Complementarity-enhanced Mu...2020-06-11Code
6SpCL68.8NoSelf-paced Contrastive Learning with Hybrid Memo...2020-06-04Code
7MMT65.1NoMutual Mean-Teaching: Pseudo Label Refinery for ...2020-01-06Code
8SDA61.4NoStructured Domain Adaptation with Online Relatio...2020-03-14Code
9SNR58.1NoStyle Normalization and Restitution for Generali...2020-05-22Code
10ACT54.5NoAsymmetric Co-Teaching for Unsupervised Cross Do...2019-12-03Code
11ECN++54.4NoLearning to Adapt Invariance in Memory for Perso...2019-08-01-
12PCB-PAST54.3NoSelf-training with progressive augmentation for ...2019-07-31Code
13AD-Cluster54.1NoAD-Cluster: Augmented Discriminative Clustering ...2020-04-19-
14SSG53.4NoSelf-similarity Grouping: A Simple Unsupervised ...2018-11-26Code
15MMCL51.4NoUnsupervised Person Re-identification via Multi-...2020-04-20-
16UDAP49NoUnsupervised Domain Adaptive Re-Identification: ...2018-07-30Code
17PDA-Net45.1NoCross-Dataset Person Re-Identification via Unsup...2019-09-20-
18CBN+ECN44.9NoRethinking the Distribution Gap of Person Re-ide...2020-01-23Code
19ENC40.4NoInvariance Matters: Exemplar Memory for Domain A...2019-04-03Code
20UCDA31NoA Novel Unsupervised Camera-aware Domain Adaptat...2019-04-06-
21CFSM27.3NoDisjoint Label Space Transfer Learning with Comm...2018-12-06-
22DG-Net24.25NoJoint Discriminative and Generative Learning for...2019-04-15Code
23TJ-AIDL23NoTransferable Joint Attribute-Identity Deep Learn...2018-03-26-
24SPGAN22.3NoImage-Image Domain Adaptation with Preserved Sel...2017-11-19Code
25OG-Net13.7NoParameter-Efficient Person Re-identification in ...2020-06-08Code