Optimizacija konvolucijskih neuronskih mreža za brzu obradu slika

master's thesis

• Title (english): Optimization of Convolutional Neural Networks for Fast Image Processing
• Author: Martin Balukčić
• Mentor: Vladimir Čeperić (mentor)
• Committee member: Vladimir Čeperić (predsjednik povjerenstva)
• Committee member: Siniša Šegvić (član povjerenstva)
• Committee member: Tomislav Marković (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-07-17, Croatia

Abstract

U radu su opisane konvolucijske neuronske mreže kroz pregled postojećih arhitektura i načina treniranja i rada. Objašnjena je povezanost ovih mreža s višeslojnim perceptronima, opisani su pojmovi konvolucije, dijeljenja težina i receptivnog polja. Navedene su neke poznate arhitekture i njihova primjena. Istaknute su i implementirane metode optimizacija mreža u svrhu brže inferencije i prolaska slike kroz mrežu, priloženi su ostvareni rezultati i njihova analiza.

Abstract (english)

The paper describes convolutional neural networks through existing architectures and training methods. It explains their connection with multi-layer perceptrons while also explaining concepts of convolution, weight sharing and receptive fields. Some popular architectures and their use cases are mentioned. Following this, methods for network optimization are named, explained and implemented to test their impact on inference speed.

• Keywords: konvolucijske mreže; neuron; inferencija; dubina; širina; podrezivanje; kvantizacija; receptivno polje; propagacija pogreške; arhitektura; model; treniranje; filter
• Keywords (english): convolutional network; neuron; inference; depth; width; pruning; quantization; receptive field; error backpropagation; architecture; model; training; filter
• Language: croatian
• URN:NBN: urn:nbn:hr:168:339360
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2024-10-12 20:01:02