A masked face detector using configurable hardware accelerator based on tiny darknet / (رقم التسجيلة. 179708)
[ عرض عادي ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 04213namaa22004331i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | EG-GICUC |
| 005 - أخر تعامل مع التسجيلة | |
| control field | 20260423192717.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 260423s2025 ua a|||frm||| 000 0 eng d |
| 040 ## - CATALOGING SOURCE | |
| Original cataloguing agency | EG-GICUC |
| Language of cataloging | eng |
| Transcribing agency | EG-GICUC |
| Modifying agency | EG-GICUC |
| Description conventions | rda |
| 041 0# - LANGUAGE CODE | |
| Language code of text/sound track or separate title | eng |
| Language code of summary or abstract | eng |
| -- | ara |
| 049 ## - Acquisition Source | |
| Acquisition Source | Deposit |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 621.381 |
| 092 ## - LOCALLY ASSIGNED DEWEY CALL NUMBER (OCLC) | |
| Classification number | 621.381 |
| Edition number | 21 |
| 097 ## - Degree | |
| Degree | M.Sc |
| 099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Local Call Number | Cai01.13.08.M.Sc.2025.Ar.M |
| 100 0# - MAIN ENTRY--PERSONAL NAME | |
| Authority record control number or standard number | Arwa Abd El-Aziz Abd El-Ghany, |
| Preparation | preparation. |
| 245 12 - TITLE STATEMENT | |
| Title | A masked face detector using configurable hardware accelerator based on tiny darknet / |
| Statement of responsibility, etc. | by Arwa Abd El-Aziz Abd El-Ghany ; Supervisors Prof. Ahmed Hussien Mohamed, Dr. Ibrahim Mohamed Qamar. |
| 246 15 - VARYING FORM OF TITLE | |
| Title proper/short title | كاشف الوجه المقنع باستخدام مسرع الشبكات العصبية التلاففية قابل للتكوين |
| 264 #0 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Date of production, publication, distribution, manufacture, or copyright notice | 2025. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 108 pages : |
| Other physical details | illustrations ; |
| Dimensions | 30 cm. + |
| Accompanying material | CD. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Source | rda content |
| 337 ## - MEDIA TYPE | |
| Media type term | Unmediated |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | volume |
| Source | rdacarrier |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Sc)-Cairo University, 2025. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Bibliography: pages 92-96. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | Artificial Intelligence (AI) algorithms have been shipped to many of our machines <br/>and equipment. As a result, there is extensive investment and much research to develop <br/>and enhance AI algorithms. This thesis introduces a masked face detector built on a <br/>configurable accelerator using Tiny DarkNet Convolutional Neural Network (CNN). In <br/>this work, we propose an application for example for AI, by applying many <br/>optimization techniques for deploying the CNN accelerator on a Field-Programmable <br/>Gate Array (FPGA). The proposed accelerator is deployed on a single FPGA, and it is <br/>designed to be configurable and reusable to build other Tiny You Only Look Once <br/>(YOLO) networks. The proposed accelerator achieves a total power consumption of <br/>4.756 W and a total inference time of 8.3 ms which achieves 120 FPS. We optimized <br/>resources using 16-bit fixed-point quantization, sharing memory, and applying max-<br/>pooling on the fly. |
| 520 #3 - SUMMARY, ETC. | |
| Summary, etc. | يقترح هذا البحث كاشف الوجه المقنع المبني على مسرع قابل للتكوين باستخدام الشبكات العصبية التلاففية استنادًا على Tiny DarkNet. كما يعتبر كاشف الوجه المقنع مثال تطبيقي من آلاف تطبيقات الذكاء الاصطناعي التي أصبح يتم استخدامها يوميًا. بالإضافة إلى ذلك، نقدم في هذا البحث العديد من تقنيات التحسين لتشغيل مسرعات شبكات CNNs علىFPGA . المسرع المقترح يمكن تشغيله على FPGA واحدة، كما انه تم تصميمه بحيث يمكن إعادة إستخدامه و تكوينه لبناء شبكات أخرى منTiny YOLO . المسرع المقترح يستهلك ٤,٧٥٦ واط. وهو يعتبر تحسين في استهلاك الطاقة مقارنة بالتصميمات السابقة على الFPGA . باللإضافة إلى ذلك، تقليل الوقت الازم للأستدلال على الوجه المقنع، حيث يحتاج المسرع ٨,٣ ميلي ثانية لتحديد الهدف و بذلك يمكن تصنيف ١٢٠ إطاراً في الثانية باستخدام المسرع. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
| Issues CD | Issues also as CD. |
| 546 ## - LANGUAGE NOTE | |
| Text Language | Text in English and abstract in Arabic & English. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Electronics and Communications Engineering |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | الالكترونيات والاتصالات الكهربية |
| 653 #1 - INDEX TERM--UNCONTROLLED | |
| Uncontrolled term | Tiny DarkNet |
| -- | YOLO-v2 |
| -- | FPGA |
| -- | Convolutional Neural Networks |
| -- | Emulator |
| -- | Object Detection |
| -- | AI |
| -- | الشبكة العصبية التلاففية |
| -- | التعلم العميق |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ahmed Hussien Mohamed |
| Relator term | thesis advisor. |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Ibrahim Mohamed Qamar |
| Relator term | thesis advisor. |
| 900 ## - Thesis Information | |
| Grant date | 01-01-2025 |
| Supervisory body | Ahmed Hussien Mohamed |
| -- | Ibrahim Mohamed Qamar |
| Discussion body | Omar Ahmed Ali Nasr |
| -- | Ahmed Hassan Madian |
| Universities | Cairo University |
| Faculties | Faculty of Engineering |
| Department | Department of Electronics and Communications Engineering |
| 905 ## - Cataloger and Reviser Names | |
| Cataloger Name | Shimaa |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Thesis |
| Edition | 21 |
| Suppress in OPAC | No |
| Source of classification or shelving scheme | Home library | Current library | Date acquired | Inventory number | Full call number | Barcode | Date last seen | Effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 23.04.2026 | 93869 | Cai01.13.08.M.Sc.2025.Ar.M | 01010110093869000 | 23.04.2026 | 23.04.2026 | Thesis |