Бібліографічний опис:
Franchuk, Petro. Ablation study of the approaches for kinship verification: Bachelor Thesis: manuscript / Petro Franchuk; Supervisor: Volodymyr Karpiv; Ukrainian Catholic University, Department of Computer Sciences. – Lviv: 2021. – 30 p.: ill.
Короткий опис (реферат):
The Kinship Verification aims to determine blood relativeness between people from
visual data. This problem gains more attention from the research community during
the last few years due to low human and machine performance on this task. Multiple
attempts were taken to improve the performance of the Kinship Verification,
but most of them are done under diverse experimental settings, and the results are
benchmarked on different datasets. In our work, we conduct an ablation study to
compare these improvements and determine whether different approaches are compatible
with each other or should be applied separately. This ablation study consists
in testing different feature extractors, embedding combinations, neural network hyperparameters and such data preprocessing techniques as data augmentation, face
alignment and image normalization. This thesis showcases the importance of reach
feature representation and efficient embedding combination for the overall accuracy
of Kinship Verification.
