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1

Automated image analysis framework for high-throughput determination of grapevine berry sizes using conditional random fields

Roscher, Ribana, Herzog, Katja, Kunkel, Annemarie, Kicherer, Anna, Töpfer, Reinhard, Förstner, Wolfgang

Journal:

Computers and Electronics in Agriculture

Year:

2014

Language:

english

File:

PDF, 5.19 MB

english, 2014

2

Statistical Inference, Learning and Models in Big Data

Franke, Beate, Plante, Jean-François, Roscher, Ribana, Lee, En-shiun Annie, Smyth, Cathal, Hatefi, Armin, Chen, Fuqi, Gil, Einat, Schwing, Alexander, Selvitella, Alessandro, Hoffman, Michael M., Gross

Journal:

International Statistical Review

Year:

2016

Language:

english

File:

PDF, 322 KB

english, 2016

3

Subpixel Mapping of Urban Areas Using EnMAP Data and Multioutput Support Vector Regression

Rosentreter, Johannes, Hagensieker, Ron, Okujeni, Akpona, Roscher, Ribana, Wagner, Paul D., Waske, Bjorn

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Year:

2017

Language:

english

File:

PDF, 1.28 MB

english, 2017

4

[IEEE 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) - Los Angeles, CA, USA (2016.8.21-2016.8.24)] 2016 8th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS) - On the benefit of topographic dictionaries for detecting disease symptoms on hyperspectral 3D plant models

Roscher, Ribana, Behmann, Jan, Mahlein, Anne-Katrin, Plumer, Lutz

Year:

2016

Language:

english

File:

PDF, 601 KB

english, 2016

5

Foreword to the Special Issue on Machine Learning for Geospatial Data Analysis

Wegner, Jan, Roscher, Ribana, Volpi, Michele, Veronesi, Fabio

Journal:

ISPRS International Journal of Geo-Information

Year:

2018

Language:

english

File:

PDF, 186 KB

english, 2018

6

Explainable Machine Learning for Scientific Insights and Discoveries

Roscher, Ribana, Bohn, Bastian, Duarte, Marco F., Garcke, Jochen

Journal:

Year:

2020

File:

PDF, 11.94 MB

2020

7

Counting of grapevine berries in images via semantic segmentation using convolutional neural networks

Zabawa, Laura, Kicherer, Anna, Klingbeil, Lasse, TÃ¶pfer, Reinhard, Kuhlmann, Heiner, Roscher, Ribana

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2020

File:

PDF, 16.79 MB

2020

8

I2VM: Incremental import vector machines

Ribana Roscher, Wolfgang Förstner, Björn Waske

Journal:

Image and Vision Computing

Year:

2012

Language:

english

File:

PDF, 2.51 MB

english, 2012

9

Incremental Import Vector Machines for Classifying Hyperspectral Data

Roscher, Ribana, Waske, Björn, Forstner, Wolfgang

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2012

Language:

english

File:

PDF, 1.32 MB

english, 2012

10

[IEEE 2014 8th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS) - Stockholm, Sweden (2014.8.24-2014.8.24)] 2014 8th IAPR Workshop on Pattern Reconition in Remote Sensing - Shapelet-based sparse image representation for landcover classification of hyperspectral data

Roscher, Ribana, Waske, Bjorn

Year:

2014

Language:

english

File:

PDF, 948 KB

english, 2014

11

[IEEE 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops) - Barcelona, Spain (2011.11.6-2011.11.13)] 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops) - Incremental import vector machines for large area land cover classification

Roscher, Ribana, Waske, Bjorn, Forstner, Wolfgang

Year:

2011

Language:

english

File:

PDF, 2.18 MB

english, 2011

12

[IEEE 2010 IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS 2010) - Istanbul, Turkey (2010.08.22-2010.08.22)] 2010 IAPR Workshop on Pattern Recognition in Remote Sensing - Kernel Discriminative Random Fields for land cover classification

Roscher, Ribana, Waske, Bjorn, Forstner, Wolfgang

Year:

2010

Language:

english

File:

PDF, 691 KB

english, 2010

13

[IEEE IGARSS 2011 - 2011 IEEE International Geoscience and Remote Sensing Symposium - Vancouver, BC, Canada (2011.07.24-2011.07.29)] 2011 IEEE International Geoscience and Remote Sensing Symposium - Import vector machines based classification of multisensor remote sensing data

Waske, Bjorn, Roscher, Ribana, Klemenjak, Sascha

Year:

2011

Language:

english

File:

PDF, 713 KB

english, 2011

14

[IEEE IGARSS 2014 - 2014 IEEE International Geoscience and Remote Sensing Symposium - Quebec City, QC (2014.7.13-2014.7.18)] 2014 IEEE Geoscience and Remote Sensing Symposium - Superpixel-based classification of hyperspectral data using sparse representation and conditional random fields

Roscher, Ribana, Waske, Bjorn

Year:

2014

Language:

english

File:

PDF, 306 KB

english, 2014

15

Shapelet-Based Sparse Representation for Landcover Classification of Hyperspectral Images

Roscher, Ribana, Waske, Bjorn

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2015

Language:

english

File:

PDF, 2.53 MB

english, 2015

16

[IEEE IGARSS 2015 - 2015 IEEE International Geoscience and Remote Sensing Symposium - Milan, Italy (2015.7.26-2015.7.31)] 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) - Spatio-temporal altimeter waveform retracking via sparse representation and conditional random fields

Roscher, Ribana, Uebbing, Bernd, Kusche, Jurgen

Year:

2015

Language:

english

File:

PDF, 3.55 MB

english, 2015

17

[IEEE IGARSS 2015 - 2015 IEEE International Geoscience and Remote Sensing Symposium - Milan, Italy (2015.7.26-2015.7.31)] 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) - Landcover classification with self-taught learning on archetypal dictionaries

Roscher, Ribana, Romer, Christoph, Waske, Bjorn, Plumer, Lutz

Year:

2015

Language:

english

File:

PDF, 2.93 MB

english, 2015

18

WITHDRAWN: I2VM: Incremental import vector machines

Roscher, Ribana, Förstner, Wolfgang, Waske, Björn

Journal:

Image and Vision Computing

Year:

2012

Language:

english

File:

PDF, 28 KB

english, 2012

19

Mapping raised bogs with an iterative one-class classification approach

Mack, Benjamin, Roscher, Ribana, Stenzel, Stefanie, Feilhauer, Hannes, Schmidtlein, Sebastian, Waske, Björn

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2016

Language:

english

File:

PDF, 2.06 MB

english, 2016

20

[IEEE 2016 9th IAPR Workshop on Pattern Recogniton in Remote Sensing (PRRS) - Cancun, Mexico (2016.12.4-2016.12.4)] 2016 9th IAPR Workshop on Pattern Recogniton in Remote Sensing (PRRS) - Discriminative archetypal self-taught learning for multispectral landcover classification

Roscher, Ribana, Wenzel, Susanne, Waske, Bjorn

Year:

2016

Language:

english

File:

PDF, 1.70 MB

english, 2016

21

Tropical land use land cover mapping in Pará (Brazil) using discriminative Markov random fields and multi-temporal TerraSAR-X data

Hagensieker, Ron, Roscher, Ribana, Rosentreter, Johannes, Jakimow, Benjamin, Waske, Björn

Journal:

International Journal of Applied Earth Observation and Geoinformation

Year:

2017

Language:

english

File:

PDF, 2.87 MB

english, 2017

22

STAR: Spatio-temporal altimeter waveform retracking using sparse representation and conditional random fields

Roscher, Ribana, Uebbing, Bernd, Kusche, Jürgen

Journal:

Remote Sensing of Environment

Year:

2017

Language:

english

File:

PDF, 3.09 MB

english, 2017

23

[IEEE 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) - Fort Worth, TX (2017.7.23-2017.7.28)] 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS) - Sparse representation-based archetypal graphs for spectral clustering

Roscher, Ribana, Lukas,, Drees,, Wenzel, Susanne

Year:

2017

Language:

english

File:

PDF, 1.08 MB

english, 2017

24

Can I Trust My One-Class Classification?

Mack, Benjamin, Roscher, Ribana, Waske, Björn

Journal:

Year:

2014

Language:

english

File:

PDF, 2.73 MB

english, 2014

25

[IEEE IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Yokohama, Japan (2019.7.28-2019.8.2)] IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Hyperspectral Plant Disease Forecasting Using Generative Adversarial Networks

Forster, Alina, Behley, Jens, Behmann, Jan, Roscher, Ribana

Year:

2019

File:

PDF, 559 KB

2019

26

[IEEE IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Yokohama, Japan (2019.7.28-2019.8.2)] IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Detection of Anomalous Grapevine Berries Using All-Convolutional Autoencoders

Strothmann, Laurenz, Rascher, Uwe, Roscher, Ribana

Year:

2019

File:

PDF, 2.07 MB

2019

27

[IEEE 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - Long Beach, CA, USA (2019.6.16-2019.6.17)] 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - Detection of Single Grapevine Berries in Images Using Fully Convolutional Neural Networks

Zabawa, Laura, Kicherer, Anna, Klingbeil, Lasse, Milioto, Andres, Topfer, Reinhard, Kuhlmann, Heiner, Roscher, Ribana

Year:

2019

File:

PDF, 2.80 MB

2019