17 citations · 17 across the 3 of their papers we have counts for
6 papers · 1 filter
Adaptive Mask-based Pyramid Network for Realistic Bokeh Rendering
Konstantinos Georgiadis, Albert Saà-Garriga, Mehmet Kerim Yucel +2
Bokeh effect highlights an object (or any part of the image) while blurring the rest of the image, and creates a visually pleasant artistic effect. Due to the sensor-based limitati…
How Robust are Discriminatively Trained Zero-Shot Learning Models?
Mehmet Kerim Yucel, Ramazan Gokberk Cinbis, Pinar Duygulu
Data shift robustness has been primarily investigated from a fully supervised perspective, and robustness of zero-shot learning (ZSL) models have been largely neglected. In this pa…
Real-time Monocular Depth Estimation with Sparse Supervision on Mobile
Mehmet Kerim Yucel, Valia Dimaridou, Anastasios Drosou +1
Monocular (relative or metric) depth estimation is a critical task for various applications, such as autonomous vehicles, augmented reality and image editing. In recent years, with…
Red Carpet to Fight Club: Partially-supervised Domain Transfer for Face Recognition in Violent Videos
Yunus Can Bilge, Mehmet Kerim Yucel, Ramazan Gokberk Cinbis +2
In many real-world problems, there is typically a large discrepancy between the characteristics of data used in training versus deployment. A prime example is the analysis of aggre…
A Deep Dive into Adversarial Robustness in Zero-Shot Learning
Mehmet Kerim Yucel, Ramazan Gokberk Cinbis, Pinar Duygulu
Machine learning (ML) systems have introduced significant advances in various fields, due to the introduction of highly complex models. Despite their success, it has been shown mul…
Wildest Faces: Face Detection and Recognition in Violent Settings
Mehmet Kerim Yucel, Yunus Can Bilge, Oguzhan Oguz +3
With the introduction of large-scale datasets and deep learning models capable of learning complex representations, impressive advances have emerged in face detection and recogniti…