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SotA/Methodology/Domain Adaptation/Duke to Market

Domain Adaptation on Duke to Market

Metric: mAP (higher is better)

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#Model↕mAP▼AugmentationsPaperDate↕Code
1CORE-ReID84.4No--Code
2EvoADA84.3NoOn Evolving Attention Towards Domain Adaptation2021-03-25-
3LF283.2NoLearning Feature Fusion for Unsupervised Domain ...2022-05-19Code
4AWB80.6NoAttentive WaveBlock: Complementarity-enhanced Mu...2020-06-11Code
5CCTSE78.4NoUnsupervised and self-adaptative techniques for ...2021-03-21Code
6SpCL76.7NoSelf-paced Contrastive Learning with Hybrid Memo...2020-06-04Code
7MMT71.2NoMutual Mean-Teaching: Pseudo Label Refinery for ...2020-01-06Code
8SDA70NoStructured Domain Adaptation with Online Relatio...2020-03-14Code
9AD-Cluster68.3NoAD-Cluster: Augmented Discriminative Clustering ...2020-04-19-
10ECN++63.8NoLearning to Adapt Invariance in Memory for Perso...2019-08-01-
11SNR61.7NoStyle Normalization and Restitution for Generali...2020-05-22Code
12ACT60.6NoAsymmetric Co-Teaching for Unsupervised Cross Do...2019-12-03Code
13MMCL60.4NoUnsupervised Person Re-identification via Multi-...2020-04-20-
14SSG58.3NoSelf-similarity Grouping: A Simple Unsupervised ...2018-11-26Code
15PCB-PAST54.6NoSelf-training with progressive augmentation for ...2019-07-31Code
16UDAP53.7NoUnsupervised Domain Adaptive Re-Identification: ...2018-07-30Code
17CBN+ECN52NoRethinking the Distribution Gap of Person Re-ide...2020-01-23Code
18PDA-Net47.6NoCross-Dataset Person Re-Identification via Unsup...2019-09-20-
19ENC43NoInvariance Matters: Exemplar Memory for Domain A...2019-04-03Code
20ARN39.4NoAdaptation and Re-Identification Network: An Uns...2018-04-25-
21UCDA30.9NoA Novel Unsupervised Camera-aware Domain Adaptat...2019-04-06-
22CFSM28.3NoDisjoint Label Space Transfer Learning with Comm...2018-12-06-
23DG-Net26.83NoJoint Discriminative and Generative Learning for...2019-04-15Code
24TJ-AIDL26.5NoTransferable Joint Attribute-Identity Deep Learn...2018-03-26-
25SPGAN22.8NoImage-Image Domain Adaptation with Preserved Sel...2017-11-19Code
26OGNet14.7NoParameter-Efficient Person Re-identification in ...2020-06-08Code