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Person Re-Identification 벤치마크

Person Re-Identification on Market-1501-C

22개 결과 · ⬇ CSV · JSON

Rank-1

27.05 33.59 40.12 46.66 53.19 2017-11 2026-09 Aligned++ — 31.0 (2017-11-22) PCB — 34.93 (2017-11-26) MGN — 29.56 (2018-04-04) CaceNet — 42.92 (2018-09-17) Pyramid — 35.72 (2018-10-29) BDB — 33.79 (2018-11-17) BoT (ResNet-50) — 27.05 (2019-03-17) VPM — 31.17 (2019-04-01) DG-Net — 31.75 (2019-04-15) OS-Net — 30.94 (2019-05-02) ABD-Net — 29.65 (2019-08-03) MHN — 33.29 (2019-08-16) RRID — 36.57 (2019-11-21) AGW (ResNet-50) — 31.9 (2020-01-13) PLR-OS — 37.56 (2020-01-21) SBS (ResNet-50) — 34.13 (2020-06-04) TDB — 28.56 (2020-10-12) F-LGPR — 29.35 (2021-01-21) LGPR — 27.72 (2021-01-21) TransReID — 53.19 (2021-02-08) Aligned++ — 31.0 (2017-11-22) PCB — 34.93 (2017-11-26) CaceNet — 42.92 (2018-09-17) TransReID — 53.19 (2021-02-08)
RankModel Rank-1 mAP mINPRank-1mAPmINP PaperCodeYear
1 TransReID 53.1927.381.98 TransReID: Transformer-based Object Re-Identification heshuting555/TransReID · damo-cv/transreid · ChristmasStory/TransReID-main · +1 2021
2 CaceNet 42.9218.240.67 Devil in the Details: Towards Accurate Single and Multiple Human Parsing liutinglt/CE2P · Liuyixuan95/DORN 2018
3 PLR-OS 37.5614.230.48 Learning Diverse Features with Part-Level Resolution for Person Re-Identification AI-NERC-NUPT/PLR-OSNet 2020
4 RRID 36.5714.230.48 Relation Network for Person Re-identification cvlab-yonsei/RRID 2019
5 Pyramid 35.7212.750.36 Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training TencentYoutuResearch/PersonReID-Pyramid 2018
6 PCB 34.9312.720.41 Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline) huanghoujing/person-reid-triplet-loss-baseline · syfafterzy/pcb_rpp_for_reid · syfafterzy/PCB_RPP · +26 2017
7 SBS (ResNet-50) 34.1311.540.29 FastReID: A Pytorch Toolbox for General Instance Re-identification JDAI-CV/fast-reid · linghu8812/tensorrt_tracker · Vill-Lab/2023-TIFS-DTIBA 2020
8 BDB 33.7910.950.32 Batch DropBlock Network for Person Re-identification and Beyond daizuozhuo/batch-feature-erasing-network · daizuozhuo/batch-dropblock-network · FaizaAslam2424/Faiza-Aslam · +2 2018
9 MHN 33.2910.690.38 Mixed High-Order Attention Network for Person Re-Identification chenbinghui1/MHN 2019
10 AGW (ResNet-50) 31.9012.130.35 Deep Learning for Person Re-identification: A Survey and Outlook layumi/Person_reID_baseline_pytorch · mangye16/ReID-Survey · zion-king/Deep-Learning-for-Person-Re-identification · +4 2020
11 DG-Net 31.759.960.35 Joint Discriminative and Generative Learning for Person Re-identification layumi/Person_reID_baseline_pytorch · NVlabs/DG-Net · youwenjing/reid_mgn-dgnet · +9 2019
12 VPM 31.1710.150.31 Perceive Where to Focus: Learning Visibility-aware Part-level Features for Partial Person Re-identification YifanSun-ReID/VPM-reID 2019
13 Aligned++ 31.0010.950.32 AlignedReID: Surpassing Human-Level Performance in Person Re-Identification huanghoujing/AlignedReID-Re-Production-Pytorch · mindspore-ai/models · h4veFunCodin9/Aligned_ReID · +12 2017
14 OS-Net 30.9410.370.23 Omni-Scale Feature Learning for Person Re-Identification mikel-brostrom/boxmot · KaiyangZhou/deep-person-reid · mikel-brostrom/yolov7_strongsort_osnet · +14 2019
15 ABD-Net 29.659.810.26 ABD-Net: Attentive but Diverse Person Re-Identification vita-group/abd-net · TAMU-VITA/ABD-Net · hsfzxjy/dprn · +1 2019
16 MGN 29.569.720.29 Learning Discriminative Features with Multiple Granularities for Person Re-Identification seathiefwang/MGN-pytorch · GNAYUOHZ/ReID-MGN · kilsenp/triplet-reid-pytorch · +13 2018
17 F-LGPR 29.359.080.23 A Person Re-identification Data Augmentation Method with Adversarial Defense Effect finger-monkey/Data-Augmentation · finger-monkey/ReID_Adversarial_Defense 2021
18 TDB 28.568.900.20 Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification RQuispeC/top-dropblock 2020
19 LGPR 27.728.260.24 A Person Re-identification Data Augmentation Method with Adversarial Defense Effect finger-monkey/Data-Augmentation · finger-monkey/ReID_Adversarial_Defense 2021
20 BoT (ResNet-50) 27.058.420.20 Bag of Tricks and A Strong Baseline for Deep Person Re-identification PaddlePaddle/PaddleClas · layumi/Person_reID_baseline_pytorch · michuanhaohao/reid-strong-baseline · +5 2019
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