20.500.12556/DKUM-82572 Vgrajen sistem za procesiranje video tokov na osnovi strojno pospešenih nevronskih mrež magistrsko delo Embedded system for video processing based on hardware accelerated neural networks V magistrskem delu je opisan vgrajen sistem za procesiranje video tokov na osnovi strojno pospešenih nevronskih mrež. Video tok se zajema s kamero ali preko HDMI vmesnika. Sistem je grajen za prepoznavanje predmetov v realnem času. Vhodni video tok se procesira s strojnim pospeševalnikom CoreVectorBlox, ki izvaja nevronske mreže. Nadzoruje ga mehka procesna enota RISC-V. Nevronske mreže so vključene v obliki binarnih podatkov. Povezave posameznih podsistemov so izvedene z AMBA AXI, AHB in APB vodili. Izhodni video tok se prikazuje na zaslonu preko HDMI povezave. Opisani so posamezni deli in delovanje celotnega sistema. V nalogi so predstavljene meritve porabe moči in učinkovitosti prepoznave predmetov. The master's thesis describes an integrated video stream processing system based on hardware accelerated neural networks. The video stream is captured by a camera or via HDMI interface. The system is built for real-time object recognition. The input video stream is processed by a CoreVectorBlox hardware accelerator, that implements neural networks. It is controlled by a RISC-V soft processing unit. The neural networks are included in the form of binary large objects. Connections of the individual subsystems are implemented by AMBA AXI, AHB and APB buses. The output video stream is displayed on the screen via HDMI connection. The individual components and the operation of the complete system are described. Measurements of power consumption and object recognition performance are presented in the thesis. Mikrokrmilniki programirljiva logična vezja procesiranje video tokov strojno pospeševanje nevronske mreže. Microcontrolers Programmable Logic Device Video strem processing hardware acceleration neural networks. true true false [P. Kosi] Slovenski jezik Angleški jezik Magistrsko delo/naloga 2022-08-25 09:40:54 2022-09-30 15:17:26 2022-11-18 03:06:33 0000-00-00 00:00:00 2022 0 Maribor 0 Maribor 1 spletni vir (1 datoteka PDF (X, 54 f.)) 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.312.466(043.2) 129780483 MAG_Kosi_Primoz_2022.pdf MAG_Kosi_Primoz_2022.pdf 1 A23406D97C891EBC7B7B57D236D58AA1 a5be8c47117f24b275b6d6c1aad4b53e47bb09c91f323ccd11fc7d169b6beb58 35e4611f-244b-11ed-9ef6-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=160771 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0