Abin Jose M.Sc.

[team/jose.jpg]

Wissenschaftlicher Mitarbeiter
Arbeitsgruppe Bild- und Video-Inhaltsanalyse

 

Kontakt

E-Mail: jose@ient.rwth-aachen.de
Tel.: +49 (0) 241 80 2 7679
Fax: +49 (0) 241 80 22 196 

Sprechzeiten

Mittwoch und Donnerstag, 10:00 bis 12:00 und 14:00 bis 16:00 Uhr
Raum 33a

Anschrift

Abin Jose
Institut für Nachrichtentechnik
RWTH Aachen
D-52056 Aachen

Forschungsthema

Binarisierung von CNN-generierten Merkmalsvektoren

Die von Convolutional Neural Networks (CNNs) erzeugten Merkmalsvektoren sind im Allgemeinen Gleitkommawerte. Für einen schnellen Bildabruf ist es wichtig, Binärcodes zu generieren, die bezüglich der Hamming-Distanz zwischen den Codewörtern verglichen werden können anstelle der üblichen Berechnung der euklidischen Distanz von Vektoren in Fließkommadarstellung. ..

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Publikationen

A. Jose, S. Yan, Z. Mi, and J.-R. Ohm, “DEEP SUBCLASS LINEAR DISCRIMINANT ANALYSIS FOR MULTIMODAL FEATURE SPACE LEARNING,” in Proc. of IEEE International Conference on Image Processing ICIP '20, IEEE, Piscataway, Oct. 2020. [ bib ]

A. Jose, R. D. Lopez, I. Heisterklaus, and M. Wien, “Pyramid Pooling of Convolutional Feature Maps for Image Retrieval,” in Proc. of IEEE International Conference on Image Processing ICIP '18, IEEE, Piscataway, Oct. 2018. [ bib ]

A. Jose, T. Horstmann, and J.-R. Ohm, “Optimized Binary Hashing Codes Generated by Siamese Neural Networks for Image Retrieval,” in Proc. of European Signal Processing Conference EUSIPCO '18, IEEE, Piscataway, Sept. 2018. [ bib ]

A. Jose, S. Yan, and I. Heisterklaus, “Binary hashing using siamese neural networks,” in Proc. of IEEE International Conference on Image Processing ICIP '17, IEEE, Piscataway, Sept. 2017. [ bib ]

A. Jose and I. Heisterklaus, “Bag of fisher vectors representation of images by saliency-based spatial partitioning,” in Proc. of IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP '17, IEEE, Piscataway, Mar. 2017. [ bib ]

A. Jose and I. Heisterklaus, “Saliency based spatial partitioning for global image representations,” in Proc. of International Student Conference on Electrical Engineering POSTER '16, May 2016. [ bib ]

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