Search Results for author: Enes Altinisik

Found 4 papers, 2 papers with code

A3T: Accuracy Aware Adversarial Training

no code implementations29 Nov 2022 Enes Altinisik, Safa Messaoud, Husrev Taha Sencar, Sanjay Chawla

Adversarial training has been empirically shown to be more prone to overfitting than standard training.

Impact of Adversarial Training on Robustness and Generalizability of Language Models

no code implementations10 Nov 2022 Enes Altinisik, Hassan Sajjad, Husrev Taha Sencar, Safa Messaoud, Sanjay Chawla

Specifically, we study the effect of pre-training data augmentation as well as training time input perturbations vs. embedding space perturbations on the robustness and generalization of transformer-based language models.

Data Augmentation

PRNU Estimation from Encoded Videos Using Block-Based Weighting

2 code implementations18 Aug 2020 Enes Altinisik, Kasim Tasdemir, Husrev Taha Sencar

Estimating the photo-response non-uniformity (PRNU) of an imaging sensor from videos is a challenging task due to complications created by several processing steps in the camera imaging pipeline.

Image and Video Processing Cryptography and Security

Source Camera Verification from Strongly Stabilized Videos

1 code implementation26 Nov 2019 Enes Altinisik, Husrev Taha Sencar

Image stabilization performed during imaging and/or post-processing poses one of the most significant challenges to photo-response non-uniformity based source camera attribution from videos.

Video Generation

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