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Face Detection and Segmentation Based on Improved Mask R-CNN
Joint Authors
Fu, Hui
Zhao, Huimin
Lin, Kaihan
Lv, Jujian
Li, Canyao
Chen, Rongjun
Zhao, Ruoyan
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-05-01
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Deep convolutional neural networks have been successfully applied to face detection recently.
Despite making remarkable progress, most of the existing detection methods only localize each face using a bounding box, which cannot segment each face from the background image simultaneously.
To overcome this drawback, we present a face detection and segmentation method based on improved Mask R-CNN, named G-Mask, which incorporates face detection and segmentation into one framework aiming to obtain more fine-grained information of face.
Specifically, in this proposed method, ResNet-101 is utilized to extract features, RPN is used to generate RoIs, and RoIAlign faithfully preserves the exact spatial locations to generate binary mask through Fully Convolution Network (FCN).
Furthermore, Generalized Intersection over Union (GIoU) is used as the bounding box loss function to improve the detection accuracy.
Compared with Faster R-CNN, Mask R-CNN, and Multitask Cascade CNN, the proposed G-Mask method has achieved promising results on FDDB, AFW, and WIDER FACE benchmarks.
American Psychological Association (APA)
Lin, Kaihan& Zhao, Huimin& Lv, Jujian& Li, Canyao& Fu, Hui& Chen, Rongjun…[et al.]. 2020. Face Detection and Segmentation Based on Improved Mask R-CNN. Discrete Dynamics in Nature and Society،Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1153605
Modern Language Association (MLA)
Lin, Kaihan…[et al.]. Face Detection and Segmentation Based on Improved Mask R-CNN. Discrete Dynamics in Nature and Society No. 2020 (2020), pp.1-11.
https://search.emarefa.net/detail/BIM-1153605
American Medical Association (AMA)
Lin, Kaihan& Zhao, Huimin& Lv, Jujian& Li, Canyao& Fu, Hui& Chen, Rongjun…[et al.]. Face Detection and Segmentation Based on Improved Mask R-CNN. Discrete Dynamics in Nature and Society. 2020. Vol. 2020, no. 2020, pp.1-11.
https://search.emarefa.net/detail/BIM-1153605
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1153605