G-MEMP: Gaze-Enhanced Multimodal Ego-Motion Prediction in Driving

no code implementations • 13 Dec 2023 • M. Eren Akbiyik, Nedko Savov, Danda Pani Paudel, Nikola Popovic, Christian Vater, Otmar Hilliges, Luc van Gool, Xi Wang

In contrast, we focus on inferring the ego trajectory of a driver's vehicle using their gaze data.

Decision Making motion prediction +1

Data Augmentation in Training CNNs: Injecting Noise to Images

no code implementations • 12 Jul 2023 • M. Eren Akbiyik

Noise injection is a fundamental tool for data augmentation, and yet there is no widely accepted procedure to incorporate it with learning frameworks.

Data Augmentation Image Classification +1

Ask "Who", Not "What": Bitcoin Volatility Forecasting with Twitter Data

1 code implementation • 27 Oct 2021 • M. Eren Akbiyik, Mert Erkul, Killian Kaempf, Vaiva Vasiliauskaite, Nino Antulov-Fantulin

Using this data, we built several deep learning architectures that utilized different combinations of the gathered information.