</> Code with Papers by Syntology

Browse › Computer Vision › Person Re-Identification › Market-1501

Person Re-Identification archive 2025-07-28

Market-1501 Benchmark (Person Re-Identification)

135 rows 109 with code listed 4 metrics Dataset page

Person Re-Identification is a computer vision task in which the goal is to match a person's identity across different cameras or locations in a video or image sequence. It involves detecting and tracking a person and then using features such as appearance, body shape, and clothing to match their identity in different frames. The goal is to associate the same person across multiple non-overlapping camera views in a robust and efficient manner.

The archive carries no text for this table; the description above is the archive's text for the task Person Re-Identification. archive 2025-07-28

Over time archive 2025-07-28

The chart needs JavaScript; the table below carries every value.

Direction inferred from the metric name, not from the archive: mAP (higher is better). Not inferred (points only, no best-so-far line): Rank-1, Rank-5, mINP. Points are placed at the row's paper date; 134 of 135 rows carry one.

Results archive 2025-07-28

Archive rows end at the archive snapshot, 2025-07-28: no result published after that date is in this table. Rank is the archive's row order at that snapshot; not re-ranked here. Metric values are the archive's strings. Column headers sort the table in your browser; each row keeps its archive rank.

Paper Code Ran Syntology Report
1 st-ReID(RE, RK) 98.095.598.9 ✓ Paper Code 2018 1 of 10 ran · 9 unverified report
2 SSKD(GH) 97.3694.15 – Paper Code 2021 6 of 7 ran · 1 unverified report
3 CLIP-ReID+Pose2ID (no RK) 97.394.9 – Paper Code 2025 linked, not harvested report
4 SOLIDER +UFFM+AMC 9794.9 – Paper Code 2024 linked, not harvested report
5 Unsupervised Pre-training (ResNet101+MGN) 9792 – Paper Code 2020 linked, not harvested report
6 RGT&RGPR (RK) 96.995.6 – Paper Code 2021 linked, not harvested report
7 SOLIDER 96.993.9 – Paper Code 2023 1 of 2 ran · 1 unverified report
8 LightMBN (RR) 96.895.3 – Paper Code 2021 3 of 3 ran · 0 unverified report
9 Viewpoint-Aware Loss(RK) 96.7995.4398.31 – Paper Code 2019 linked, not harvested report
10 SOLIDER (RK) 96.795.6 – Paper Code 2023 1 of 2 ran · 1 unverified report
11 TransReID-SSL (ViT-B w/o RK) 96.793.2 – Paper Code 2021 3 of 8 ran · 5 unverified report
12 KPR + SOLIDER (no RK) 96.6293.22 – Paper Code 2024 linked, not harvested report
13 Weakly Supervised Pre-training (ResNet50+MGN) 96.691.9 – Paper Code 2022 5 of 5 ran · 0 unverified report
14 BPBreID (RK) 96.495.3 – Paper Code 2022 linked, not harvested report
15 ProNet++ (ResNet50+RK) 96.495.3 – Paper – 2023 no code linked report
16 DAAF-BoT(RK) 96.495 – Paper Code 2020 linked, not harvested report
17 MPN* (without re-ranking) 96.490.1 – Paper Code 2020 linked, not harvested report
18 LightMBN (w/o ReRank) 96.391.5 – Paper Code 2021 3 of 3 ran · 0 unverified report
19 CA-Jaccard 96.294.598.1 ✓ Paper Code 2023 5 of 10 ran · 5 unverified report
20 BoT+UFFM+AMC 96.291.0 – Paper Code 2024 linked, not harvested report
21 APNet-C 96.290.5 – Paper Code 2021 linked, not harvested report
22 ReMix 96.289.8 – Paper – 2024 no code linked report
23 Compact-ReID (6.4M w/o RK) 96.289.7 – Paper – 2019 no code linked report
24 Compact-ReID 96.2 – Paper – 2019 no code linked report
25 LDS (ResNet50 + RK) 96.1794.89 – Paper Code 2021 linked, not harvested report
26 GNN-Reranking 96.1194.65 – Paper Code 2020 linked, not harvested report
27 PyrNet (multi-shot+ReRank) 96.194.0 – Paper Code 2019 linked, not harvested report
28 CLIP-ReID Baseline +UFFM+AMC 96.192.0 ✓ Paper Code 2024 linked, not harvested report
29 PCL-CLIP (L_pcl) 96.191.098.8 – Paper Code 2023 linked, not harvested report
30 FPB 96.190.6 – Paper Code 2021 linked, not harvested report
31 + Re-weighting 96.188.8 – Paper Code 2021 linked, not harvested report
32 MGN + CircleLoss(ours) 96.187.4 – Paper Code 2020 2 of 2 ran · 0 unverified report
33 Adaptive L2 Regularization (with re-ranking) 96.094.4 – Paper Code 2020 linked, not harvested report
34 ProNet++ 9690.2 – Paper – 2023 no code linked report
35 CACENET (Resnet50 without RR) 95.9690.30 – Paper Code 2020 linked, not harvested report
36 PCL-CLIP (L_pcl+L_id) 95.991.498.5 – Paper Code 2023 linked, not harvested report
37 KPR 95.989.6 – Paper Code 2024 linked, not harvested report
38 FlipReID (with re-ranking) 95.894.7 – Paper Code 2021 linked, not harvested report
39 DiP (without RK) 95.890.8 – Paper Code 2022 linked, not harvested report
40 TAT 95.889.7 – Paper Code 2022 linked, not harvested report
41 Compact-ReID (2.9M w/o RK) 95.888.7 – Paper – 2019 no code linked report
42 Deep Miner (w/o ReRank) 95.790.40 – Paper Code 2021 linked, not harvested report
43 Cluster-level Alignment (Resnet50 w/o RK) 95.789.5 – Paper Code 2020 linked, not harvested report
44 BPBreID 95.789.4 – Paper Code 2022 linked, not harvested report
45 GiT 95.788.9 – Paper – 2021 no code linked report
46 Pyramid (CVPR'19) 95.788.2 – Paper Code 2018 linked, not harvested report
47 MGN 95.786.9 – Paper Code 2018 2 of 30 ran · 28 unverified report
48 EI-Net 95.6488.75- – – – not matched report
49 PLR-OSNet 95.688.9 ✓ Paper Code 2020 0 of 1 ran · 1 unverified report
50 Adaptive L2 Regularization (without re-ranking) 95.688.9 – Paper Code 2020 linked, not harvested report
51 ABD-Net (ResNet-50) 95.688.28 – Paper Code 2019 1 of 9 ran · 8 unverified report
52 TransReID+Pose2ID (no RK) 95.5293.01 – Paper Code 2025 linked, not harvested report
53 Top-DB-Net + RK 95.594.1 – Paper Code 2020 0 of 15 ran · 15 unverified report
54 FlipReID (without re-ranking) 95.589.6 – Paper Code 2021 linked, not harvested report
55 CAL 95.589.5 – Paper Code 2021 8 of 11 ran · 3 unverified report
56 BoT Baseline(RK) 95.4394.24 – Paper Code 2019 2 of 8 ran · 6 unverified report
57 3DMagicMirror (HRNet) 95.4388.54 – Paper Code 2022 linked, not harvested report
58 Auto-ReID(RK) 95.494.2 – Paper Code 2019 linked, not harvested report
59 Deep Constrained Dominant Sets (RK) 95.493.398.3 – Paper Code 2019 0 of 6 ran · 6 unverified report
60 DG-Net(RK) 95.492.49 – Paper Code 2019 3 of 19 ran · 16 unverified report
61 CLIP-ReID (without re-ranking) 95.490.5 – Paper Code 2022 linked, not harvested report
62 Dual Cluster Contrastive 95.489.298.5 – Paper Code 2021 linked, not harvested report
63 MSINet (2.3M w/o RK) 95.389.6 – Paper Code 2023 linked, not harvested report
64 ISP 95.388.6 – Paper Code 2020 2 of 7 ran · 5 unverified report
65 TransReID 95.289.5 – Paper Code 2021 linked, not harvested report
66 GPS (without re-ranking) 95.287.898.4 – Paper Code 2021 5 of 10 ran · 5 unverified report
67 IS-GAN 95.287.1 – Paper Code 2019 linked, not harvested report
68 PyrNet (multi-shot) 95.286.7 – Paper Code 2019 linked, not harvested report
69 P2-Net (triplet loss) 95.285.698.2 – Paper Code 2019 linked, not harvested report
70 DAAF-BoT 95.187.9 – Paper Code 2020 linked, not harvested report
71 3DMagicMirror (ResNet-ibn) 95.0787.80 – Paper Code 2022 linked, not harvested report
72 Top-DB-Net 94.985.8 – Paper Code 2020 0 of 15 ran · 15 unverified report
73 DG-Net 94.886.0 – Paper Code 2019 3 of 19 ran · 16 unverified report
74 OSNet 94.884.9 ✓ Paper Code 2019 2 of 26 ran · 24 unverified report
75 MBNET 94.7792.64 – Paper Code 2023 linked, not harvested report
76 Parameter-Free Spatial Attention (RK) 94.791.7 – Paper Code 2018 linked, not harvested report
77 PyrNet (single-shot+ReRank) 94.691.4 – Paper Code 2019 linked, not harvested report
78 AlignedReID (RK) 94.490.7 – Paper Code 2017 linked, not harvested report
79 CBN+BoT* 94.383.697.9 – Paper Code 2020 linked, not harvested report
80 ResNet50 + CircleLoss(ours) 94.284.9 – Paper Code 2020 2 of 2 ran · 0 unverified report
81 HPM 94.282.7 – Paper Code 2018 linked, not harvested report
82 PCB + RPP 93.881.6 – Paper Code 2017 linked, not harvested report
83 SSP-ReID (RR) 93.790.8 – Paper Code 2018 linked, not harvested report
84 SPreID [kalayeh2018human] 93.683.3 – Paper – 2018 no code linked report
85 PyrNet (single-shot) 93.681.7 – Paper Code 2019 linked, not harvested report
86 CAP 93.385.197.5 – Paper Code 2020 linked, not harvested report
87 Bias-controlled Adversarial Training 93.189.3 – Paper – 2019 no code linked report
88 SSP-ReID 92.580.1 – Paper Code 2018 linked, not harvested report
89 PCB 92.377.4 – Paper Code 2017 linked, not harvested report
90 CBN 91.377.397.1 – Paper Code 2020 linked, not harvested report
91 DaRe(De)+RE+RR [wang2018resource] 90.986.7 – Paper Code 2018 1 of 18 ran · 17 unverified report
92 FD-GAN 90.577.7 – Paper Code 2018 linked, not harvested report
93 PSE+ ECN (rank-dist) 90.384 – Paper Code 2017 1 of 3 ran · 2 unverified report
94 GLAD* 89.973.9 – Paper – 2017 no code linked report
95 IDE* + CamStyle + Random Erasing 89.4971.55 – Paper Code 2017 0 of 3 ran · 3 unverified report
96 ATWL [ristani2018features] 89.475.6 – Paper – 2018 no code linked report
97 Incremental Learning 89.371.8 – Paper Code 2018 linked, not harvested report
98 PAN (GAN)+re-rank 88.5781.53 – Paper Code 2017 linked, not harvested report
99 PartLoss 88.269.3 – Paper – 2017 no code linked report
100 OGNet 87.7469.52 – Paper Code 2020 linked, not harvested report
101 TriNet (RK) 86.6781.0793.38 – Paper Code 2017 6 of 46 ran · 40 unverified report
102 A3M 86.5468.97 – Paper Code 2019 linked, not harvested report
103 IDE* 85.6665.87 – Paper Code 2017 0 of 3 ran · 3 unverified report
104 DJL 85.165.5 – Paper – 2017 no code linked report
105 TriNet 84.9269.1494.21 – Paper Code 2017 6 of 46 ran · 40 unverified report
106 LuNet (RK) 84.5975.6291.89 – Paper Code 2017 6 of 46 ran · 40 unverified report
107 PDF 84.1463.41 – Paper – 2017 no code linked report
108 GAN 83.9766.07 – Paper Code 2017 linked, not harvested report
109 SVDNet 82.362.1 – Paper – 2017 no code linked report
110 SSM 82.2168.80 – Paper – 2017 no code linked report
111 LuNet 81.3860.7192.34 – Paper Code 2017 6 of 46 ran · 40 unverified report
112 DF 81.063.4 – Paper Code 2017 linked, not harvested report
113 MSCAN 80.3157.53 – Paper – 2017 no code linked report
114 DLCE 79.5159.87 – Paper Code 2016 linked, not harvested report
115 Re-rank 77.1163.63 – Paper – 2017 no code linked report
116 IDE 72.5446.00 – Paper – 2016 no code linked report
117 UTAL 69.246.2 – Paper Code 2019 linked, not harvested report
118 MAR 67.74081.9 – Paper Code 2019 linked, not harvested report
119 S-CNN 65.8839.55 – Paper – 2016 no code linked report
120 DNS 61.0235.68 – Paper – 2016 no code linked report
121 CAMEL* 54.526.3 – Paper Code 2017 linked, not harvested report
122 WARCA 45.16 – Paper – 2016 no code linked report
123 PUL* 44.720.1 – Paper Code 2017 linked, not harvested report
124 LOMO + XQDA 43.7922.22 – Paper Code 2014 linked, not harvested report
125 BOW 34.4014.09 – Paper – 2015 no code linked report
126 Unsupervised Pre-training (ResNet101+RK) 96.21 – Paper Code 2020 linked, not harvested report
127 PLIP-RN50-ABDNet 91.2 – Paper Code 2023 0 of 9 ran · 9 unverified report
128 st-ReID+InSTD 90.8 – Paper Code 2021 linked, not harvested report
129 UniHCP (finetune) 90.3 – Paper Code 2023 7 of 13 ran · 6 unverified report
130 EI-Net 88.75 – Paper – 2021 no code linked report
131 IBN-Net50-a 88.2 – Paper Code 2019 linked, not harvested report
132 IGOAS 84.1 – Paper Code 2021 linked, not harvested report
133 Proposed SGGNN 82.8 – Paper – 2018 no code linked report
134 Dispersion based Clustering 41.383 – Paper Code 2019 linked, not harvested report
135 LightMBN 0.50 – Paper Code 2021 3 of 3 ran · 0 unverified report

All 135 rows shown. 134 link to a paper page on this site; 5 are marked as using additional training data in the archive. No GitHub stars are tracked; "Code" is the first repository the archive lists for the row. The archive carries no row tags, review links or community-submitted rows for this table; none are shown. archive 2025-07-28

Syntology Ran reads "N of M ran · U unverified": of the M code samples Syntology harvested from repositories linked to that row's paper (joined by arXiv id), N executed on a synthesized input and the other U = M−N are unverified (harvested, no recorded run). It counts code from repositories linked to that row's paper, not this result: the row's number was not reproduced and nothing here is a correctness claim. The other cell texts mean no graph line for the row: "linked, not harvested" (the archive links code, Syntology has not harvested it), "no code linked" (no code link in the archive), "not matched" (the row's paper URL matched no paper on this site). 35 rows have a graph line, from 25 distinct papers; 28 rows (20 papers) have at least one sample that ran. Counting each paper once: Syntology ran 66 of 281 samples; 215 unverified. Separately, 25 of those 281 are pointer-only (licence): the site points at that code rather than redistributing it, a licence property recorded for ran and unverified samples alike; each cell's tooltip carries the row's own pointer-only count. Read from the graph 2026-09-24. Per-sample status is on the paper page.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections