11 citations · 12 across the 3 of their papers we have counts for
8 papers
Pushing Joint Image Denoising and Classification to the Edge
Thomas C Markhorst, Jan C van Gemert, Osman S Kayhan
In this paper, we jointly combine image classification and image denoising, aiming to enhance human perception of noisy images captured by edge devices, like low-light security cam…
Evaluating Context for Deep Object Detectors
Osman Semih Kayhan, Jan C. van Gemert
Which object detector is suitable for your context sensitive task? Deep object detectors exploit scene context for recognition differently. In this paper, we group object detectors…
VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Attila Lengyel, Robert-Jan Bruintjes, Marcos Baptista Rios +4
The second edition of the "VIPriors: Visual Inductive Priors for Data-Efficient Deep Learning" challenges featured five data-impaired challenges, where models are trained from scra…
Hallucination In Object Detection -- A Study In Visual Part Verification
Osman Semih Kayhan, Bart Vredebregt, Jan C. van Gemert
We show that object detectors can hallucinate and detect missing objects; potentially even accurately localized at their expected, but non-existing, position. This is particularly…
VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning Challenges
Robert-Jan Bruintjes, Attila Lengyel, Marcos Baptista Rios +2
We present the first edition of "VIPriors: Visual Inductive Priors for Data-Efficient Deep Learning" challenges. We offer four data-impaired challenges, where models are trained fr…
t-EVA: Time-Efficient t-SNE Video Annotation
Soroosh Poorgholi, Osman Semih Kayhan, Jan C. van Gemert
Video understanding has received more attention in the past few years due to the availability of several large-scale video datasets. However, annotating large-scale video datasets…