DocumentAIKit/configs/mot/deepsort/reid

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ReID of DeepSORT

Introduction

DeepSORT(Deep Cosine Metric Learning SORT) is composed of detector and ReID model in series. Several common ReID models are provided here for the configs of DeepSORT as a reference.

Model Zoo

Results on Market1501 pedestrian ReID dataset

Backbone	Model	Params	FPS	mAP	Top1	Top5	download	config
ResNet-101	PCB Pyramid Embedding	289M	---	86.31	94.95	98.28	download	config
PPLCNet-2.5x	PPLCNet Embedding	36M	---	71.59	87.38	95.49	download	config

Results on VERI-Wild vehicle ReID dataset

Backbone	Model	Params	FPS	mAP	Top1	Top5	download	config
PPLCNet-2.5x	PPLCNet Embedding	93M	---	82.44	93.54	98.53	download	config

Notes:

• ReID models are provided by PaddleClas, the specific training process and code will be published by PaddleClas.
• For pedestrian tracking, please use the Market1501 pedestrian ReID model in combination with a pedestrian detector.
• For vehicle tracking, please use the VERI-Wild vehicle ReID model in combination with a vehicle detector.