CUHK03 (Chinese University of Hong Kong Re-identification)

Introduced by Li et al. in DeepReID: Deep Filter Pairing Neural Network for Person Re-Identification

The CUHK03 consists of 14,097 images of 1,467 different identities, where 6 campus cameras were deployed for image collection and each identity is captured by 2 campus cameras. This dataset provides two types of annotations, one by manually labelled bounding boxes and the other by bounding boxes produced by an automatic detector. The dataset also provides 20 random train/test splits in which 100 identities are selected for testing and the rest for training

Source: Attention Driven Person Re-identification

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Benchmarks

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Task	Dataset Variant	Best Model
Person Re-Identification	CUHK03 labeled	Weakly Pre-training
Person Re-Identification	CUHK03 detected	Top-DB-Net + RK
Person Re-Identification	CUHK03	LA-Transformer
Defocus Estimation	CUHK - Blur Detection Dataset	DMENet
Generalizable Person Re-identification	CUHK03-NP (detected)	TransMatcher
Face Sketch Synthesis	CUHK	Residual net + Pseudo Sketch Feature Loss + LSGAN
Person Re-Identification	CUHK03 (detected)	PAN+re-rank
Defocus Blur Detection	CUHK	D-DFFNet