Video Person Re-ID: Fantastic Techniques and Where to Find Them

21 Nov 2019Priyank PathakAmir Erfan EshratifarMichael Gormish

The ability to identify the same person from multiple camera views without the explicit use of facial recognition is receiving commercial and academic interest. The current status-quo solutions are based on attention neural models... (read more)

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Evaluation Results from the Paper


 SOTA for Person Re-Identification on PRID2011 (using extra training data)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
COMPARE
Person Re-Identification MARS B-BOT + Attention and CL loss Rank-1 88.6 # 2
Person Re-Identification MARS B-BOT + OSM + CL Centers* (Re-rank) mAP 88.5 # 1
Person Re-Identification MARS B-BOT + Attention and CL loss* (Re-rank) Rank-1 88.0 # 1
Person Re-Identification MARS B-BOT + Attention and CL loss* mAP 82.9 # 2
Person Re-Identification PRID2011 B-BOT + Attention and CL loss* Rank-1 96.6 # 1