paper-with-me

Unsupervised Person Re-Identification 벤치마크

Unsupervised Person Re-Identification on DukeMTMC-reID

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MAP

16.4 31.5 46.6 61.7 76.8 2017-05 2026-09 PUL — 16.4 (2017-05-30) SPGAN+LMP — 26.2 (2017-11-19) Self-Similarity Grouping (one shot) — 55.9 (2018-11-26) ECN — 40.4 (2019-04-03) SpCL — 65.3 (2020-06-04) CAP — 67.3 (2020-12-19) ICE — 69.9 (2021-03-30) CACL — 69.6 (2021-06-15) Group Sampling — 69.1 (2021-07-07) HHCL(ResNet50 w/o RK) — 73.3 (2021-09-25) TMGF — 76.8 (2022-11-22) VAL-PAT — 74.9 (2023-04-12) PUL — 16.4 (2017-05-30) SPGAN+LMP — 26.2 (2017-11-19) Self-Similarity Grouping (one shot) — 55.9 (2018-11-26) SpCL — 65.3 (2020-06-04) CAP — 67.3 (2020-12-19) ICE — 69.9 (2021-03-30) HHCL(ResNet50 w/o RK) — 73.3 (2021-09-25) TMGF — 76.8 (2022-11-22)
RankModel MAPRank-1Rank-5Rank-10 PaperCodeYear
1 TMGF 76.886.792.994.1 Transformer Based Multi-Grained Features for Unsupervised Person Re-Identification rikoli/wacv23-workshop-tmgf 2022
2 VAL-PAT 74.986.1 Learning Transferable Pedestrian Representation from Multimodal Information Supervision baolp/VAL-PAT 2023
3 HHCL(ResNet50 w/o RK) 73.385.192.494.6 Hard-sample Guided Hybrid Contrast Learning for Unsupervised Person Re-Identification bupt-ai-cz/hhcl-reid 2021
4 ICE 69.983.391.594.1 ICE: Inter-instance Contrastive Encoding for Unsupervised Person Re-identification chenhao2345/ICE 2021
5 CACL 69.682.691.293.8 Cluster-guided Asymmetric Contrastive Learning for Unsupervised Person Re-Identification MingkunLishigure/CACL 2021
6 Group Sampling 69.182.791.193.5 Rethinking Sampling Strategies for Unsupervised Person Re-identification ucas-vg/groupsampling · wavinflaghxm/GroupSampling 2021
7 CAP 67.381.189.391.8 Camera-aware Proxies for Unsupervised Person Re-Identification Terminator8758/CAP-master 2020
8 SpCL 65.381.290.392.2 Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID open-mmlab/OpenUnReID · yxgeee/SpCL · GJTNB/reading-memo 2020
9 Self-Similarity Grouping (one shot) 55.972.48487.7 Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification OasisYang/SSG 2018
10 ECN 40.463.375.880.4 Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification zhunzhong07/ECN · GJTNB/reading-memo 2019
11 SPGAN+LMP 26.246.462.368.0 Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification thuml/Transfer-Learning-Library · Simon4Yan/Learning-via-Translation 2017
12 PUL 16.430.043.448.5 Unsupervised Person Re-identification: Clustering and Fine-tuning hehefan/Unsupervised-Person-Re-identification-Clustering-and-Fine-tuning 2017
13 PTGAN 27.450.7 Person Transfer GAN to Bridge Domain Gap for Person Re-Identification yxgeee/MMT · syliz517/clip-reid · yxgeee/SpCL · +27 2017
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