Publication:

Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation

Date

Date

Date
2017
Conference or Workshop Item
Published version

Citations

Citation copied

Vargas-Munoz, J. E., Tuia, D., dos Santos, J. A., & Falcao, A. X. (2017). Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 3688–3691. https://doi.org/10.1109/IGARSS.2017.8127799

Abstract

Abstract

Abstract

In this paper, we propose a post classification smoothing method aimed at improving the accuracy and visual appearance of sub-decimeter image classification results. Starting from the class confidence maps of a supervised classifier, we find a set of high confidence markers and propagate labels on an extended region adjacency graph. We apply the proposed method on a challenging 5cm resolution dataset over Potsdam, Germany. The proposed algorithm outperforms state-of-the-art post classification smoothing algorithms both when the classi

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1 since deposited on 2018-03-23
Acq. date: 2025-11-12

Views

152 since deposited on 2018-03-23
Acq. date: 2025-11-12

Additional indexing

Creators (Authors)

  • Vargas-Munoz, John E
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  • Tuia, Devis
    affiliation.icon.alt
  • dos Santos, Jefersson A
    affiliation.icon.alt
  • Falcao, Alexandre X
    affiliation.icon.alt

Event Title

Event Title

Event Title
2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

Event Location

Event Location

Event Location
Fort Worth

Event Start Date

Event Start Date

Event Start Date
2017-07-23

Event End Date

Event End Date

Event End Date
2017-07-28

Publisher

Publisher

Publisher
IEEE

Page range/Item number

Page range/Item number

Page range/Item number
3688

Page end

Page end

Page end
3691

Item Type

Item Type

Item Type
Conference or Workshop Item

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Language

Language

Language
English

Date available

Date available

Date available
2018-03-23

ISBN or e-ISBN

ISBN or e-ISBN

ISBN or e-ISBN
978-1-5090-4951-6

OA Status

OA Status

OA Status
Closed

Free Access at

Free Access at

Free Access at
Unspecified

Metrics

Downloads

1 since deposited on 2018-03-23
Acq. date: 2025-11-12

Views

152 since deposited on 2018-03-23
Acq. date: 2025-11-12

Citations

Citation copied

Vargas-Munoz, J. E., Tuia, D., dos Santos, J. A., & Falcao, A. X. (2017). Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation. 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 3688–3691. https://doi.org/10.1109/IGARSS.2017.8127799

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