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daaf_re-id's Introduction

DAAF re-ID

Codes for Deep Attention Aware Feature Learning for Person Re-Identification

We have tested the performance of our method on two typical networks: TriNet and Bag of Tricks. The results are as follows (mAP (rank-1)).

Method Market-1501 CUHK-03(labeled) CUHK-03(Detected) Duke-MTMC
TriNet 65.48 ( 82.51 ) 46.39 ( 51.07 ) 46.74 ( 51.93 ) 53.50 ( 72.44 )
DAAF-TriNet 70.40 ( 85.87 ) 53.21 ( 58.23 ) 51.98 ( 57.03 ) 58.91 ( 76.63 )
TriNet* 69.14 ( 84.92 ) 54.45 ( 55.86 ) 51.98 ( 52.64 ) 58.18 ( 75.36 )
DAAF-TriNet* 72.63 ( 87.17 ) 55.01 ( 60.34 ) 54.48 ( 58.71 ) 60.12 ( 77.29 )
Bag of Tricks 85.90 ( 94.50 ) 60.90 ( 63.30 ) 58.00 ( 59.10 ) 76.40 ( 86.40 )
DAAF-BoT 87.90 ( 95.10 ) 67.60 ( 69.00 ) 63.10 ( 64.90 ) 77.90 ( 87.90 )
Bag of Tricks** 94.20 ( 95.40 ) 77.10 ( 74.40 ) 73.40 ( 70.40 ) 89.10 ( 90.30 )
DAAF-BoT** 95.00 ( 96.40 ) 82.00 ( 78.70 ) 77.30 ( 73.90 ) 89.60 ( 91.70 )

* represents five crops and flip

** represents re-ranking

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