Search Results for author: Ozgur Kara

Found 5 papers, 3 papers with code

Transfer Learning for Cross-dataset Isolated Sign Language Recognition in Under-Resourced Datasets

1 code implementation21 Mar 2024 Ahmet Alp Kindiroglu, Ozgur Kara, Ogulcan Ozdemir, Lale Akarun

Sign language recognition (SLR) has recently achieved a breakthrough in performance thanks to deep neural networks trained on large annotated sign datasets.

Sign Language Recognition Transfer Learning

ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior

1 code implementation CVPR 2022 Metin Ersin Arican, Ozgur Kara, Gustav Bredell, Ender Konukoglu

Our experiments show that image-specific metrics can reduce the search space to a small cohort of models, of which the best model outperforms current NAS approaches for image restoration.

Image Denoising Image Restoration +3

Domain-Incremental Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition

no code implementations15 Mar 2021 Nikhil Churamani, Ozgur Kara, Hatice Gunes

As Facial Expression Recognition (FER) systems become integrated into our daily lives, these systems need to prioritise making fair decisions instead of aiming at higher individual accuracy scores.

Continual Learning Facial Expression Recognition +3

Towards Fair Affective Robotics: Continual Learning for Mitigating Bias in Facial Expression and Action Unit Recognition

no code implementations15 Mar 2021 Ozgur Kara, Nikhil Churamani, Hatice Gunes

As affective robots become integral in human life, these agents must be able to fairly evaluate human affective expressions without discriminating against specific demographic groups.

Continual Learning Facial Expression Recognition +2

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