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Exert Diversity and Mitigate Bias: Domain Generalizable Person Re-identification with a Comprehensive Benchmark

Benchmark Construction

Datasets Information

Datasets Collected Scenes # Identities # Cameras # Total Images
Small-Scale
iLIDS Airport Arrival Hall 119 2 476
GRID Underground Station 1,025 8 1,275
PKU Campus 114 2 1,824
SAIVT Buildings 152 8 7,150
Medium-Scale
Market-1501 Campus 1,501 6 29,419
LPW Street 2,731 4 30,678
WildTrack An Open Area 313 7 33,979
Airport Airport 9,651 6 39,902
Large-Scale
SOMAset Synthetic 50 - 100,000
Unreal Synthetic 1,960 34 119,128
MSMT17 Indoor and Outdoor 4,101 15 126,441
PersonX Synthetic 1,266 6 273,456

Evaluation Procotols

Pipeline of $DF^2$

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Acknowledgments

This repo borrows partially from fast-reid

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