Deep Convolutional Neural Network in Deformable Part Models for Face Detection

Deformable Part Models and Convolutional Neural Network are state-of-the-art approaches in object detection. While Deformable Part Models makes use of the general structure between parts and root models, Convolutional Neural Network uses all information of input to create meaningful features. The...

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Main Author: Nguyen, Dinh Luan
Format: Conference paper
Language:English
Published: 2019
Online Access:http://repository.vnu.edu.vn/handle/VNU_123/67098
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Institution: Vietnam National University, Hanoi
Language: English
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spelling oai:112.137.131.14:VNU_123-670982019-09-05T03:48:18Z Deep Convolutional Neural Network in Deformable Part Models for Face Detection Nguyen, Dinh Luan Deformable Part Models and Convolutional Neural Network are state-of-the-art approaches in object detection. While Deformable Part Models makes use of the general structure between parts and root models, Convolutional Neural Network uses all information of input to create meaningful features. These two types of characteristics are necessary for face detection. Inspired by this observation, first, we propose an extension of DPM by adaptively integrating CNN forface detection called DeepFace DPM and propose a new combined model for face representation. Second, a new way of calculating non-maximum suppression is also introduced to boost up detection accuracy. We use Face Detection Data Set and Benchmark to evaluate the merit of our method. Experimental results show that our method surpasses the highest result of existing methods for face detection on the standard dataset with 87.06% in true positive rate at 1000 number false positive images. Our method sheds a light in face detection which is commonly regarded as a saturated area. 2019-09-05T02:48:32Z 2019-09-05T02:48:32Z 2017 Conference paper Nguyen, D. L. (2017). Deep Convolutional Neural Network in Deformable Part Models for Face Detection. http://repository.vnu.edu.vn/handle/VNU_123/67098 en application/pdf
institution Vietnam National University, Hanoi
building VNU Library & Information Center
country Vietnam
collection VNU Digital Repository
language English
description Deformable Part Models and Convolutional Neural Network are state-of-the-art approaches in object detection. While Deformable Part Models makes use of the general structure between parts and root models, Convolutional Neural Network uses all information of input to create meaningful features. These two types of characteristics are necessary for face detection. Inspired by this observation, first, we propose an extension of DPM by adaptively integrating CNN forface detection called DeepFace DPM and propose a new combined model for face representation. Second, a new way of calculating non-maximum suppression is also introduced to boost up detection accuracy. We use Face Detection Data Set and Benchmark to evaluate the merit of our method. Experimental results show that our method surpasses the highest result of existing methods for face detection on the standard dataset with 87.06% in true positive rate at 1000 number false positive images. Our method sheds a light in face detection which is commonly regarded as a saturated area.
format Conference paper
author Nguyen, Dinh Luan
spellingShingle Nguyen, Dinh Luan
Deep Convolutional Neural Network in Deformable Part Models for Face Detection
author_facet Nguyen, Dinh Luan
author_sort Nguyen, Dinh Luan
title Deep Convolutional Neural Network in Deformable Part Models for Face Detection
title_short Deep Convolutional Neural Network in Deformable Part Models for Face Detection
title_full Deep Convolutional Neural Network in Deformable Part Models for Face Detection
title_fullStr Deep Convolutional Neural Network in Deformable Part Models for Face Detection
title_full_unstemmed Deep Convolutional Neural Network in Deformable Part Models for Face Detection
title_sort deep convolutional neural network in deformable part models for face detection
publishDate 2019
url http://repository.vnu.edu.vn/handle/VNU_123/67098
_version_ 1680964329428484096