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Evaluation and Optimization of Computational Costs in Speaker Recognition Systems
Gregušová, Sabína ; Silnova, Anna (referee) ; Rohdin, Johan Andréas (advisor)
Cieľom tejto práce je navrhnúť hodnotiacu metriku, ktorá zahŕňa výpočetné náklady. Všeobecne výpočetné náklady nepredstavujú vo výskume problém, ale môžu byť problematické v komerčnom produkčnom systéme, kedy je rýchlosť dôležitá. Navrhnuté metriky rozširujú existujúci rámec pre hodnotenie od NIST a pridávajú k nim parametre pre časovú jednotku a náklady pre časovú jednotku. Tieto metriky sú aplikované na skutočný ASV a experimenty ukazujú potenciál pre hlbší výskum a možné použitie. Vrámci experimentov bola limitovaná maximálna dĺžka nahrávok, ale aj maximálne dĺžka rámcov pre spracovanie pri extrakcii x-vektorov. Obe optimalizácie znížili celkové výpočetné náklady a dosiahli priaznivé výsledky pre nové metriky. Na záver sú výsledky z experimentov porovnané a jednotlivé modifikácie ohodnotené a zoradené podľa nových metrík.
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System for Verifying the Minimum Resources Required to Run an Application
Žák, Jiří ; Doležal, Jan (referee) ; Smrž, Pavel (advisor)
The main goal of this bachelor thesis is to create a system for the verifying minimum resources required to run an application. The theoretical part deals with the topic of computer performance evaluation metrics and the principle of operation of the Linux operating system. The practical part describes how the design and implementation of the entire system, which uses BPF (Berkeley Packet Filter) technology, was created. The end of the work is completed by testing and evaluation of the whole work. The system was successfully deployed in the partner company BringAuto. It turned out, that the operating system is powerful enough to run applications.
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System for Verifying the Minimum Resources Required to Run an Application
Žák, Jiří ; Doležal, Jan (referee) ; Smrž, Pavel (advisor)
The main goal of this bachelor thesis is to create a system for the verifying minimum resources required to run an application. The theoretical part deals with the topic of computer performance evaluation metrics and the principle of operation of the Linux operating system. The practical part describes how the design and implementation of the entire system, which uses BPF (Berkeley Packet Filter) technology, was created.The end of the work is completed by testing and evaluation of the whole work. The system was successfully deployed in the partner company BringAuto. It turned out, that the operating system is powerful enough to run applications.
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Deep-learning based model implementation for pathological tissue characterization in brain MR images
Malík, Michael ; Nemčeková, Petra (referee) ; Chmelík, Jiří (advisor)
This bachelor thesis focuses on the issue of image segmentation by using a deep learning model. The theoretical part describes the anatomy and selected pathology of brain. The thesis also deals with the construction of MR device and creation of an MR image. In the closing section of theoretical part, the main focus is on describing the possibilities of image segmentation with the use of deep learning architectures and selected publicly available dataset. The aim of the practical part is to put the mentioned dataset and pre-processed data to the test and acquire results of image segmentations of individual patients from attached model of neural network. In conclusion, the achieved results are appropriately discussed.
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System for Verifying the Minimum Resources Required to Run an Application
Žák, Jiří ; Doležal, Jan (referee) ; Smrž, Pavel (advisor)
The main goal of this bachelor thesis is to create a system for the verifying minimum resources required to run an application. The theoretical part deals with the topic of computer performance evaluation metrics and the principle of operation of the Linux operating system. The practical part describes how the design and implementation of the entire system, which uses BPF (Berkeley Packet Filter) technology, was created. The end of the work is completed by testing and evaluation of the whole work. The system was successfully deployed in the partner company BringAuto. It turned out, that the operating system is powerful enough to run applications.
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System for Verifying the Minimum Resources Required to Run an Application
Žák, Jiří ; Doležal, Jan (referee) ; Smrž, Pavel (advisor)
The main goal of this bachelor thesis is to create a system for the verifying minimum resources required to run an application. The theoretical part deals with the topic of computer performance evaluation metrics and the principle of operation of the Linux operating system. The practical part describes how the design and implementation of the entire system, which uses BPF (Berkeley Packet Filter) technology, was created.The end of the work is completed by testing and evaluation of the whole work. The system was successfully deployed in the partner company BringAuto. It turned out, that the operating system is powerful enough to run applications.
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Evaluation and Optimization of Computational Costs in Speaker Recognition Systems
Gregušová, Sabína ; Silnova, Anna (referee) ; Rohdin, Johan Andréas (advisor)
Cieľom tejto práce je navrhnúť hodnotiacu metriku, ktorá zahŕňa výpočetné náklady. Všeobecne výpočetné náklady nepredstavujú vo výskume problém, ale môžu byť problematické v komerčnom produkčnom systéme, kedy je rýchlosť dôležitá. Navrhnuté metriky rozširujú existujúci rámec pre hodnotenie od NIST a pridávajú k nim parametre pre časovú jednotku a náklady pre časovú jednotku. Tieto metriky sú aplikované na skutočný ASV a experimenty ukazujú potenciál pre hlbší výskum a možné použitie. Vrámci experimentov bola limitovaná maximálna dĺžka nahrávok, ale aj maximálne dĺžka rámcov pre spracovanie pri extrakcii x-vektorov. Obe optimalizácie znížili celkové výpočetné náklady a dosiahli priaznivé výsledky pre nové metriky. Na záver sú výsledky z experimentov porovnané a jednotlivé modifikácie ohodnotené a zoradené podľa nových metrík.
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