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Babaee, Mohammadreza and Tsoukalas, Stefanos and Rigoll, Gerhard and Datcu, Mihai (2014) Interactive Visualization based Active Learning. European Conference on Computer Vision (ECCV) 2014, 2014-09-06 - 2014-09-12, Zurich, Switzerland.
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Official URL: http://vision.cs.utexas.edu/hmcv2014/babaee_etal_hmcv2014.pdf
Abstract
Active learning aims to label the most informative data points in order to minimize the cost of labeling [1]. In this work, we introduce a human based approach, namely First Certain Wrong Labeled (FCWL) to select points for labeling. It is based on a ranked list of predictions ordered by confidence, from which the user selects the highest ranking incorrect prediction. The experimental results show the improvement in performance of this method compared to others.
| Item URL in elib: | https://elib.dlr.de/100308/ | ||||||||||||||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||||||||||||||
| Additional Information: | ECCV 2014 Workshop: Human-Machine Communication for Visual Recognition and Search (HMCV) | ||||||||||||||||||||
| Title: | Interactive Visualization based Active Learning | ||||||||||||||||||||
| 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. 1-4 | ||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||
| Keywords: | Active Learning, visualization | ||||||||||||||||||||
| 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: | 03 Dec 2015 10:27 | ||||||||||||||||||||
| Last Modified: | 24 Apr 2024 20:05 |
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