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Arnold W. M. Smeulders
Researcher at University of Amsterdam
Publications - 420
Citations - 35449
Arnold W. M. Smeulders is an academic researcher from University of Amsterdam. The author has contributed to research in topics: Image retrieval & Image processing. The author has an hindex of 65, co-authored 416 publications receiving 32339 citations. Previous affiliations of Arnold W. M. Smeulders include Erasmus University Rotterdam & Rensselaer Polytechnic Institute.
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Journal ArticleDOI
Content-based image retrieval at the end of the early years
TL;DR: The working conditions of content-based retrieval: patterns of use, types of pictures, the role of semantics, and the sensory gap are discussed, as well as aspects of system engineering: databases, system architecture, and evaluation.
Journal ArticleDOI
Selective Search for Object Recognition
TL;DR: This paper introduces selective search which combines the strength of both an exhaustive search and segmentation, and shows that its selective search enables the use of the powerful Bag-of-Words model for recognition.
Journal ArticleDOI
Visual Tracking: An Experimental Survey
Arnold W. M. Smeulders,Dung M. Chu,Rita Cucchiara,Simone Calderara,Afshin Dehghan,Mubarak Shah +5 more
TL;DR: It is demonstrated that trackers can be evaluated objectively by survival curves, Kaplan Meier statistics, and Grubs testing, and it is found that in the evaluation practice the F-score is as effective as the object tracking accuracy (OTA) score.
Proceedings ArticleDOI
Siamese Instance Search for Tracking
TL;DR: It turns out that the learned matching function is so powerful that a simple tracker built upon it, coined Siamese INstance search Tracker, SINT, suffices to reach state-of-the-art performance.
Journal ArticleDOI
The Amsterdam Library of Object Images
TL;DR: In order to capture the sensory variation in object recordings, this work systematically varied viewing angle, illumination angle, and illumination color for each object, and additionally captured wide-baseline stereo images.