Search Results for author: Franz Götz-Hahn

Found 5 papers, 2 papers with code

Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation

1 code implementation22 Sep 2023 Diego Botache, Jens Decke, Winfried Ripken, Abhinay Dornipati, Franz Götz-Hahn, Mohamed Ayeb, Bernhard Sick

This paper presents a methodological framework for training, self-optimising, and self-organising surrogate models to approximate and speed up multiobjective optimisation of technical systems based on multiphysics simulations.

Critical analysis on the reproducibility of visual quality assessment using deep features

1 code implementation10 Sep 2020 Franz Götz-Hahn, Vlad Hosu, Dietmar Saupe

Data used to train supervised machine learning models are commonly split into independent training, validation, and test sets.

Image Quality Assessment Video Quality Assessment

Comment on "No-Reference Video Quality Assessment Based on the Temporal Pooling of Deep Features"

no code implementations9 May 2020 Franz Götz-Hahn, Vlad Hosu, Dietmar Saupe

In Neural Processing Letters 50, 3 (2019) a machine learning approach to blind video quality assessment was proposed.

Video Quality Assessment

KonVid-150k: A Dataset for No-Reference Video Quality Assessment of Videos in-the-Wild

no code implementations17 Dec 2019 Franz Götz-Hahn, Vlad Hosu, Hanhe Lin, Dietmar Saupe

Video quality assessment (VQA) methods focus on particular degradation types, usually artificially induced on a small set of reference videos.

Transfer Learning Video Quality Assessment +1

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