Computer Vision

Person Re-Identification

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253 papers with code • 15 benchmarks • 32 datasets

Person re-identification is the task of associating images of the same person taken from different cameras or from the same camera in different occasions.

( Image credit: PRID2011 dataset )

Benchmarks

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Trend	Dataset	Best Model	Results
	Market-1501	CTL Model (ResNet50, 256x128) On the Unreasonable Effectiveness of Centroids in Image Retrieval	88
	DukeMTMC-reID	CTL Model (ResNet50, 256x128) On the Unreasonable Effectiveness of Centroids in Image Retrieval	71
	MSMT17	FlipReID (with re-ranking) FlipReID: Closing the Gap between Training and Inference in Person Re-Identification	21
	CUHK03 labeled	Weakly Pre-training (ResNet101+RK)	20
	CUHK03 detected	Top-DB-Net + RK Top-DB-Net: Top DropBlock for Activation Enhancement in Person Re-Identification	18
	MARS	B-BOT + OSM + CL Centers* (Re-rank) Video Person Re-ID: Fantastic Techniques and Where to Find Them	15
	CUHK03	Proposed SGGNN Person Re-identification with Deep Similarity-Guided Graph Neural Network	13
	PRID2011	B-BOT + Attention and CL loss* Video Person Re-ID: Fantastic Techniques and Where to Find Them	11
	UAV-Human	DG-Net Joint Discriminative and Generative Learning for Person Re-identification	4
	CUHK-SYSU	AlignedReID AlignedReID: Surpassing Human-Level Performance in Person Re-Identification	3
	iLIDS-VID	AGRL Adaptive Graph Representation Learning for Video Person Re-identification	3
	DukeTracklet	UTAL Unsupervised Tracklet Person Re-Identification	2
	Market-1501->DukeMTMC-reID	OGNet Parameter-Efficient Person Re-identification in the 3D Space	2
	CUHK03 (detected)	PAN+re-rank Pedestrian Alignment Network for Large-scale Person Re-identification	2
	DukeMTMC-reID->Market-1501	OGNet Parameter-Efficient Person Re-identification in the 3D Space	1

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Papers

NeurIPS Guidelines

Paper	Code	Results	Date	Stars

Datasets

Subtasks

Generalizable Person Re-identification

Image-To-Video Person Re-Identification

Cross-Modal Person Re-Identification

Semi-Supervised Person Re-Identification

Direct Transfer Person Re-identification