| Title: | Pametni video nadzor domačega okolja z uporabo nevronskih mrež : magistrsko delo |
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| Authors: | ID Kos, Uroš (Author)
ID Žlahtič, Bojan (Mentor) More about this mentor...  |
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| Files: |  MAG_Kos_Uros_2025.pdf (5,30 MB)
MD5: BA46D001DEEE93FD264DB4692FBC01AC
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| Language: | Slovenian |
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| Work type: | Master's thesis/paper |
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| Typology: | 2.09 - Master's Thesis |
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| Organization: | FERI - Faculty of Electrical Engineering and Computer Science
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| Abstract: | V magistrskem delu smo razvili pameten sistem video nadzora domačega okolja, ki s pomočjo nevronskih mrež omogoča zaznavanje oseb in vozil v realnem času. Sistem uporablja model YOLO za prepoznavanje objektov, lasten model na osnovi ResNet-50 za prepoznavo znamke in modela vozila ter OCR za branje registrskih tablic. Zajeti podatki se shranjujejo v MSSQL bazo in so dostopni prek spletnega vmesnika, razvitega v .NET in Angularju. Rešitev omogoča pregled dogodkov, arhiviranje posnetkov in prikaz v živo ter izkazuje zanesljivo delovanje v različnih vremenskih in svetlobnih pogojih. |
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| Keywords: | Pametni video nadzor, nevronske mreže, prepoznavanje vozil, YOLO |
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| Place of publishing: | Maribor |
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| Place of performance: | Maribor |
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| Publisher: | [U. Kos] |
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| Year of publishing: | 2025 |
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| Number of pages: | 1 spletni vir (1 datoteka PDF (XI, 63 str.)) |
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| PID: | 20.500.12556/DKUM-96004 |
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| UDC: | 004.032.26:004.932(043.2) |
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| COBISS.SI-ID: | 266779651 |
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| Publication date in DKUM: | 22.12.2025 |
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| Views: | 231 |
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| Downloads: | 50 |
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| Metadata: |    |
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| Categories: | KTFMB - FERI
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