Multi-Information Flow CNN and Attribute-Aided Reranking for Person Reidentification

المؤلفون المشاركون

He, Dakuo
Sang, Haifeng
Wang, Chuanzheng
Liu, Qing

المصدر

Computational Intelligence and Neuroscience

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-12، 12ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-02-06

دولة النشر

مصر

عدد الصفحات

12

التخصصات الرئيسية

الأحياء

الملخص EN

This paper presents a multi-information flow convolutional neural network (MiF-CNN) model for person reidentification (re-id).

It contains several specific multilayer convolutional structures, where the input and output of a convolutional layer are concatenated together on channel dimension.

With this idea, layers of model can go deeper and feature maps can be reused by each subsequent layer.

Inspired by an image caption, a person attribute recognition network is proposed based on long-short-term memory network and attention mechanism.

By fusing identification results of MiF-CNN and attribute recognition, this paper introduces the attribute-aided reranking algorithm to improve the accuracy of person re-id further.

Experiments on VIPeR, CUHK01, and Market1501 datasets verify the proposed MiF-CNN can be trained sufficiently with small-scale datasets and obtain outstanding accuracy of person re-id.

Contrast experiments also confirm the availability of the attribute-assisted reranking algorithm.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Sang, Haifeng& Wang, Chuanzheng& He, Dakuo& Liu, Qing. 2019. Multi-Information Flow CNN and Attribute-Aided Reranking for Person Reidentification. Computational Intelligence and Neuroscience،Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1129551

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Sang, Haifeng…[et al.]. Multi-Information Flow CNN and Attribute-Aided Reranking for Person Reidentification. Computational Intelligence and Neuroscience No. 2019 (2019), pp.1-12.
https://search.emarefa.net/detail/BIM-1129551

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Sang, Haifeng& Wang, Chuanzheng& He, Dakuo& Liu, Qing. Multi-Information Flow CNN and Attribute-Aided Reranking for Person Reidentification. Computational Intelligence and Neuroscience. 2019. Vol. 2019, no. 2019, pp.1-12.
https://search.emarefa.net/detail/BIM-1129551

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1129551