YOLO: You Only Look 10647 Times

Christian Limberg; Andrew Melnik; Helge Ritter; Helmut Prendinger

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Paper

YOLO: You Only Look 10647 Times

Topics: Deep Learning for Visual Understanding ; Object Detection and Localization; Visual Attention and Image Saliency

In Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 5 VISAPP: VISAPP, 153-160, 2023 , Lisbon, Portugal

Authors: Christian Limberg ¹ ; Andrew Melnik ² ; Helge Ritter ² and Helmut Prendinger ¹

Affiliations: ¹ National Institute of Informatics (NII), Tokyo, Japan ; ² Bielefeld University, Bielefeld, Germany

Keyword(s): Object Detection, Explainable AI/ML, YOLO, You Only Look Once.

Abstract: In this work, we explore the You Only Look Once (YOLO) single-stage object detection architecture and compare it to the simultaneous classification of 10647 fixed region proposals. We use two different approaches to demonstrate that each of YOLO’s grid cells is attentive to a specific sub-region of previous layers. This finding makes YOLO’s method comparable to local region proposals. Such insight reduces the conceptual gap between YOLO-like single-stage object detection models, R-CNN-like two-stage region proposal based models, and ResNet-like image classification models. For this work, we created interactive exploration tools for a better visual understanding of the YOLO information processing streams: https://limchr.github.io/yolo_visu

CC BY-NC-ND 4.0

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Paper citation in several formats:

Limberg, C.; Melnik, A.; Ritter, H. and Prendinger, H. (2023). YOLO: You Only Look 10647 Times. In Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2023) - Volume 5: VISAPP; ISBN 978-989-758-634-7; ISSN 2184-4321, SciTePress, pages 153-160. DOI: 10.5220/0011677300003417

@conference{visapp23,
author={Christian Limberg. and Andrew Melnik. and Helge Ritter. and Helmut Prendinger.},
title={YOLO: You Only Look 10647 Times},
booktitle={Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2023) - Volume 5: VISAPP},
year={2023},
pages={153-160},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011677300003417},
isbn={978-989-758-634-7},
issn={2184-4321},
}

TY - CONF

JO - Proceedings of the 18th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2023) - Volume 5: VISAPP
TI - YOLO: You Only Look 10647 Times
SN - 978-989-758-634-7
IS - 2184-4321
AU - Limberg, C.
AU - Melnik, A.
AU - Ritter, H.
AU - Prendinger, H.
PY - 2023
SP - 153
EP - 160
DO - 10.5220/0011677300003417
PB - SciTePress