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SOTA
Person Re-Identification
Person Re Identification On Mars
Person Re Identification On Mars
Metrics
Rank-1
Rank-5
mAP
Results
Performance results of various models on this benchmark
Columns
Model Name
Rank-1
Rank-5
mAP
Paper Title
B-BOT + OSM + CL Centers* (Re-rank)
-
-
88.5
Video Person Re-ID: Fantastic Techniques and Where to Find Them
DenseIL
90.8
97.1
87
Dense Interaction Learning for Video-based Person Re-identification
PiT
90.22
97.23
86.8
Multi-direction and Multi-scale Pyramid in Transformer for Video-based Pedestrian Retrieval
FGReID
89.6
97.0
86.2
Fine-Grained Re-Identification
STRF
90.30
-
86.10
Spatio-Temporal Representation Factorization for Video-based Person Re-Identification
mgh
90.0
96.7
85.8
Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification
PSTA
-
-
85.8
Pyramid Spatial-Temporal Aggregation for Video-Based Person Re-Identification
STMN
90.5
-
84.5
Video-based Person Re-identification with Spatial and Temporal Memory Networks
VKD (ResVKD-50bam)
89.4
96.8
83.1
Robust Re-Identification by Multiple Views Knowledge Distillation
B-BOT + Attention and CL loss*
-
-
82.9
Video Person Re-ID: Fantastic Techniques and Where to Find Them
NVAN
90
-
82.8
Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification
AGRL
89.8
-
81.1
Adaptive Graph Representation Learning for Video Person Re-identification
Baseline + GS + SC (ours)
88.32
-
80.41
Cloth-Changing Person Re-identification from A Single Image with Gait Prediction and Regularization
TriNet (RK)
81.21
90.76
77.43
In Defense of the Triplet Loss for Person Re-Identification
LuNet (RK)
78.48
88.74
73.68
In Defense of the Triplet Loss for Person Re-Identification
TKP
84
93.7
73.3
Temporal Knowledge Propagation for Image-to-Video Person Re-identification
PSE+ ECN (rank-dist)
76.7
-
71.8
A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Ranking
TriNet
79.80
91.36
67.70
In Defense of the Triplet Loss for Person Re-Identification
LuNet
75.56
89.70
60.48
In Defense of the Triplet Loss for Person Re-Identification
UTAL
49.9
-
35.2
Unsupervised Tracklet Person Re-Identification
0 of 21 row(s) selected.
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Person Re Identification On Mars | SOTA | HyperAI