Babaee, Mohammadreza and Tsoukalas, Stefanos and Babaee, Maryam and Rigoll, Gerald and Datcu, Mihai (2014) Dimensionality Reduction using Relative Attributes. European Conference on Computer Vision (ECCV) 2014, 2014-09-06 - 2014-09-12, Zurich, Switzerland.
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Official URL: https://filebox.ece.vt.edu/~parikh/PnA2014/posters/Posters/BabaeePnA2014.pdf
Abstract
Visual attributes are high-level semantic description of visual data that are close to the language of human. They have been intensively used in various applications such as image classification, active learning, and interactive search. However, the usage of attributes in dimensionality reduction has not been considered yet. In this work, we propose to utilize relative attributes as semantic cues in dimensionality reduction. To this end, we employ Non-negative Matrix Factorization (NMF) constrained by embedded relative attributes to come up with a new algorithm for dimensionality reduction, namely attribute regularized NMF (ANMF).
Item URL in elib: | https://elib.dlr.de/100443/ | ||||||||||||||||||||||||
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Document Type: | Conference or Workshop Item (Poster) | ||||||||||||||||||||||||
Additional Information: | Third International Workshop on Parts and Attributes | ||||||||||||||||||||||||
Title: | Dimensionality Reduction using Relative Attributes | ||||||||||||||||||||||||
Authors: |
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Date: | 2014 | ||||||||||||||||||||||||
Refereed publication: | Yes | ||||||||||||||||||||||||
Open Access: | No | ||||||||||||||||||||||||
Gold Open Access: | No | ||||||||||||||||||||||||
In SCOPUS: | No | ||||||||||||||||||||||||
In ISI Web of Science: | No | ||||||||||||||||||||||||
Page Range: | pp. 1-5 | ||||||||||||||||||||||||
Status: | Published | ||||||||||||||||||||||||
Keywords: | Satellite images, attributes, dimensionality reduction | ||||||||||||||||||||||||
Event Title: | European Conference on Computer Vision (ECCV) 2014 | ||||||||||||||||||||||||
Event Location: | Zurich, Switzerland | ||||||||||||||||||||||||
Event Type: | international Conference | ||||||||||||||||||||||||
Event Start Date: | 6 September 2014 | ||||||||||||||||||||||||
Event End Date: | 12 September 2014 | ||||||||||||||||||||||||
Organizer: | ETH Zurich | ||||||||||||||||||||||||
HGF - Research field: | Aeronautics, Space and Transport | ||||||||||||||||||||||||
HGF - Program: | Space | ||||||||||||||||||||||||
HGF - Program Themes: | Earth Observation | ||||||||||||||||||||||||
DLR - Research area: | Raumfahrt | ||||||||||||||||||||||||
DLR - Program: | R EO - Earth Observation | ||||||||||||||||||||||||
DLR - Research theme (Project): | R - Vorhaben hochauflösende Fernerkundungsverfahren (old) | ||||||||||||||||||||||||
Location: | Oberpfaffenhofen | ||||||||||||||||||||||||
Institutes and Institutions: | Remote Sensing Technology Institute > Photogrammetry and Image Analysis | ||||||||||||||||||||||||
Deposited By: | Schwarz, Gottfried | ||||||||||||||||||||||||
Deposited On: | 04 Dec 2015 13:08 | ||||||||||||||||||||||||
Last Modified: | 24 Apr 2024 20:05 |
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