Face Recognition using Deep Learning and TensorFlow framework
Detecting human faces and recognizing faces and facial expressions have always been an area of interest for different applications such as games, utilities and even security. With the advancement of machine learning, the techniques of detection and recognition have become more accurate and precise...
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| Format: | Article |
| Language: | English |
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Lublin University of Technology
2023-12-01
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| Series: | Journal of Computer Sciences Institute |
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| Online Access: | https://ph.pollub.pl/index.php/jcsi/article/view/3802 |
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| _version_ | 1832569980469641216 |
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| author | Makrem Beldi |
| author_facet | Makrem Beldi |
| author_sort | Makrem Beldi |
| collection | DOAJ |
| description |
Detecting human faces and recognizing faces and facial expressions have always been an area of interest for different applications such as games, utilities and even security. With the advancement of machine learning, the techniques of detection and recognition have become more accurate and precise than ever before. However, machine learning remains a relatively complex field that could feel intimidating or inaccessible to many of us. Luckily, in the last couple of years, several organizations and open-source communities have been developing tools and libraries that help abstract the complex mathematical algorithms in order to encourage developers to easily create learning models and train them using any programming languages.
As part of this project, we will create a Face Detection framework in Python built on top of the work of several open-source projects and models with the hope to reduce the entry barrier for developers and to encourage them to focus more on developing innovative applications that make use of face detection and recognition.
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| format | Article |
| id | doaj-art-171977f67c3e40f98ca4419c4fadd95b |
| institution | Kabale University |
| issn | 2544-0764 |
| language | English |
| publishDate | 2023-12-01 |
| publisher | Lublin University of Technology |
| record_format | Article |
| series | Journal of Computer Sciences Institute |
| spelling | doaj-art-171977f67c3e40f98ca4419c4fadd95b2025-02-02T18:03:01ZengLublin University of TechnologyJournal of Computer Sciences Institute2544-07642023-12-012910.35784/jcsi.3802Face Recognition using Deep Learning and TensorFlow frameworkMakrem Beldi0The National Engineering School of Tunis or ENIT, Tunisia Detecting human faces and recognizing faces and facial expressions have always been an area of interest for different applications such as games, utilities and even security. With the advancement of machine learning, the techniques of detection and recognition have become more accurate and precise than ever before. However, machine learning remains a relatively complex field that could feel intimidating or inaccessible to many of us. Luckily, in the last couple of years, several organizations and open-source communities have been developing tools and libraries that help abstract the complex mathematical algorithms in order to encourage developers to easily create learning models and train them using any programming languages. As part of this project, we will create a Face Detection framework in Python built on top of the work of several open-source projects and models with the hope to reduce the entry barrier for developers and to encourage them to focus more on developing innovative applications that make use of face detection and recognition. https://ph.pollub.pl/index.php/jcsi/article/view/3802FaceRecognitionFaceDetectionTensorFlowCNN |
| spellingShingle | Makrem Beldi Face Recognition using Deep Learning and TensorFlow framework Journal of Computer Sciences Institute FaceRecognition FaceDetection TensorFlow CNN |
| title | Face Recognition using Deep Learning and TensorFlow framework |
| title_full | Face Recognition using Deep Learning and TensorFlow framework |
| title_fullStr | Face Recognition using Deep Learning and TensorFlow framework |
| title_full_unstemmed | Face Recognition using Deep Learning and TensorFlow framework |
| title_short | Face Recognition using Deep Learning and TensorFlow framework |
| title_sort | face recognition using deep learning and tensorflow framework |
| topic | FaceRecognition FaceDetection TensorFlow CNN |
| url | https://ph.pollub.pl/index.php/jcsi/article/view/3802 |
| work_keys_str_mv | AT makrembeldi facerecognitionusingdeeplearningandtensorflowframework |