Türkçe sürüm

Erchan Aptoula

E-mail : erchan.aptoulasabanciuniv.edu

Personal web page

Areas of Interest :

Computer Vision, Deep Learning, Remote Sensing, Precision agriculture, Industrial vision, Biomedical image analysis, Automotive vision systems
Before SU Publications:
International Journal Articles

30. M. Ilteralp, S. Ariman, E. Aptoula, A Deep Multitask Semisupervised Learning Approach for Chlorophyll-a Retrieval from Remote Sensing Images, Remote Sensing, Vol. 14, No. 1, 2022 - PDF

29. E. Aptoula, S. Ariman, Hierarchical Spatial-Spectral Features for the Chlorophyll-a Estimation of Lake Balik, Turkey, IEEE Geoscience and Remote Sensing Letters, Vol. 19, 2022

28. E. Aptoula, S. Ariman, Chlorophyll-a retrieval from Sentinel-2 images using convolutional neural network regression, IEEE Geoscience and Remote Sensing Letters, Vol. 19, 2022

27. A. Salazar-Gomez, S. Parsons, E. Aptoula, P. Bosilj, Deep Regression versus Detection for Counting in Robotic Phenotyping, IEEE Robotics and Automation Letters, Vol 6, No 2, pp 2902 - 2907, April, 2021

26. D. Santana Maia, M-T. Pham, E. Aptoula, F. Guiotte, S. Lefevre, Classification of remote sensing data with morphological attribute profiles: a decade of advances, IEEE Geoscience and Remote Sensing Magazine, Vol. 9, No. 3, pp 43 - 71, September, 2021

25. M. Bozo, E. Aptoula, Z. Cataltepe, A Discriminative Long Short Term Memory Network with Metric Learning Applied to Multispectral Time Series Classification, Journal of Imaging, Vol. 6, No. 8, pp 68, July, 2020 - PDF

24. P. Bosilj, E. Aptoula, T. Duckett, G. Cielniak, Transfer learning between crop types for semantic segmentation of crops versus weeds in precision agriculture, Journal of Field Robotics, March, 2019

23. M. A. Dede, E. Aptoula, Y. Genc, Deep network ensembles for aerial scene classification, IEEE Geoscience and Remote Sensing Letters, Vol. 16, No. 5, pp 732 - 735, May, 2019

22. A. Tombak, I. Turkmenli, E. Aptoula, K. Kayabol, Pixel-based Classification of SAR Images using Feature Attribute Profiles, IEEE Geoscience and Remote Sensing Letters, Vol. 16, No. 4, pp 564 - 567, April, 2019

21. A. A. Davari, E. Aptoula, B. Yanikoglu, A. Maier, C. Riess, GMM-Based Synthetic Samples for Classification of Hyperspectral Images with Limited Training Data, IEEE Geoscience and Remote Sensing Letters, Vol. 15, No. 6, pp 942 - 946, June, 2018

20. M-T. Pham, S. Lefevre, E. Aptoula, Local Feature-based Attribute Profiles for Optical Remote Sensing Image Classification, IEEE Transactions on Geoscience and Remote Sensing, Vol. 56, No. 2, pp 1199 - 1212, February, 2018

19. M-T. Pham, E. Aptoula, S. Lefevre, Feature profiles from attribute filtering for classification of remote sensing images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 11, No. 1, pp 249 - 256, January, 2018

18. B. Hwang, J. Ren, S. McCormack, C. Berry, I. Ben Ayed, H. C. Graber, E. Aptoula, A practical algorithm for the retrieval of floe size distribution of Arctic sea ice from high-resolution satellite Synthetic Aperture Radar imagery, Elementa, 5:38, 2017

17. M. M. Ghazi, B. Yanikoglu, E. Aptoula, Plant Identification Using Deep Neural Networks via Optimization of Transfer Learning Parameters, Neurocomputing, Vol. 235, pp 228 - 235, 2017

16. P. Bosilj, E. Aptoula, S. Lefevre, E. Kijak, Retrieval of Remote Sensing Images with Pattern Spectra Descriptors, ISPRS International Journal of Geo-Information, Special Issue: "Mathematical Morphology in Geoinformatics", Vol. 5, No. 12, 228, 2016 (Open Access)

15. E. Aptoula, M. C. Ozdemir, B. Yanikoglu, Deep Learning with Attribute Profiles for Hyperspectral Image Classification, IEEE Geoscience and Remote Sensing Letters, Vol. 13, No. 12, 2016

14. E. Aptoula, M. Dalla-Mura, S. Lefevre, Vector attribute profiles for hyperspectral image classification, IEEE Transactions on Geoscience and Remote Sensing, Vol. 54, No. 6, pp 3208 - 3220, June, 2016

13. B. Ozkan, E. Aptoula, A. T. Heren, H. Mandaci, Optimisation of tractor semi-trailer command steering mechanism using a genetic algorithm, International Journal of Vehicle Design, Vol. 71, No.1/2/3/4, pp 258 - 278, 2016

12. E. Aptoula, Hyperspectral image classification with multi-dimensional attribute profiles, IEEE Geoscience and Remote Sensing Letters, Vol. 12, No. 10, pp 2031 – 2035, October 2015

11. B. Yanikoglu, E. Aptoula and C. Tirkaz, Automatic plant identification from photographs, Machine Vision and Applications, Vol. 25, No. 6, pp 1369 - 1383, August 2014

10. E. Aptoula, The impact of multivariate quasi-flat zones on the morphological description of hyperspectral images, International Journal of Remote Sensing, Vol. 35, No. 10, pp 3482 – 3498, May 2014

9. E. Aptoula, Remote sensing image retrieval with global morphological texture descriptors, IEEE Transactions on Geoscience and Remote Sensing, Vol. 52, No. 5, pp 3023 – 3034, May 2014

8. E. Aptoula, Extending Morphological Covariance, Pattern Recognition, Vol. 45, No. 12, pp 4524 – 4535, December 2012

7. E. Aptoula, Comparative study of moment based parameterization for morphological texture description, Journal of Visual Communication and Image Representation, Vol. 23, No. 8, pp 1213 – 1224, November 2012

6. E. Aptoula and S. Lefèvre, Morphological description of color images for content-based retrieval, IEEE Transactions on Image Processing, Vol. 18, No. 11, pp 2505 – 2517, November 2009

5. E. Aptoula and S. Lefèvre, On the Morphological Processing of Hue, Image and Vision Computing, Vol. 27, No. 9, pp 1394 – 1401, August 2009

4. E. Aptoula, S. Lefèvre and Ch. Ronse, A Hit-Or-Miss Transform for Multivariate Images, Pattern Recognition Letters, Vol. 30, No. 8, pp 760 – 764, June 2009

3. E. Aptoula and S. Lefèvre, Alpha-trimmed lexicographical extrema for pseudo morphological image analysis, Journal of Visual Communication and Image Representation, Vol. 19, No. 3, pp 165 – 174, April 2008

2. E. Aptoula and S. Lefèvre, On lexicographical ordering in Multivariate Mathematical Morphology, Pattern Recognition Letters, Vol. 29, No. 2, pp 109 – 118, January 2008

1. E. Aptoula and S. Lefèvre, A Comparative Study on Multivariate Mathematical Morphology, Pattern Recognition, Vol. 40, No. 11, pp 2914 – 2929, November 2007

International Conference Papers

32. H. K. Teloglu, E. Aptoula, A morphological-long short term memory network applied to crop classification, IEEE Geoscience and Remote Sensing Symposium (IGARSS), Kuala Lumpur, Malaysia, July, 2022

31. S. F. Ismael, E. Aptoula, K. Kayabol, A joint semantic segmentation loss function for imbalanced datasets, IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), Virtual Symposium, March, 2022

30. I. Turkmenli, E. Aptoula, K. Kayabol, Superpixel based graph convolutional neural network for SAR image segmentation, SPIE Image and Signal Processing for Remote Sensing XXVII Conference, Online, September, 2021

29. A. Salazar-Gomez, S. Parsons, E. Aptoula, P. Bosilj, Deep Regression versus Detection for Counting in Robotic Phenotyping, IEEE International Conference on Robotics and Automation (ICRA), Xi'an, China, May, 2021

28. M. Ilteralp and E. Aptoula, Processing Attribute Profiles As Scale-Series for Remote Sensing Image Classification, International Conference on Computer Vision Theory and Applications (VISAPP), Online, February, 2021

27. U. Derbashi and E. Aptoula, Attribute profiles without thresholds through histogram based tree path description, IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), Tunis, Tunisia, March 2020

26. S. Atito, B. Yanikoglu, E. Aptoula, I Ganiyusufoglu, A. Yildiz, K. Yildirir, B. Sevilmis and M. U. Sen, Plant Identification with Deep Learning Ensembles, In CLEF working notes, Avignon, France, September 2018

25. Ş. Güner Koç and E. Aptoula, Attribute Profiles Without Thresholds, IEEE Geoscience and Remote Sensing Symposium (IGARSS), Valencia, Spain, July 2018

24. M-T. Pham, E. Aptoula, S. Lefèvre, Classification of remote sensing images using attribute profiles and feature profiles from different trees: a comparative study, IEEE Geoscience and Remote Sensing Symposium (IGARSS), Valencia, Spain, July 2018

23. M-T. Pham, S. Lefèvre, E. Aptoula, L. Bruzzone, Recent Developments from Attribute Profiles for Remote Sensing Image Classification, International Conference on Pattern Recognition and Artificial Intelligence, Montreal, Canada, May 2018

22. S. Atito, B. Yanikoglu, E. Aptoula, Plant Identification with Large Number of Species: SabanciU-GebzeTU System in PlantCLEF 2017, In CLEF working notes, Dublin, Ireland, September 2017

21. M.-T. Pham, S. Lefèvre, E. Aptoula, B. B. Damodaran, Classification of VHR remote sensing images using local feature-based attribute profiles, IEEE Geoscience and Remote Sensing Symposium (IGARSS), Texas, USA, July 2017

20. P. Bosilj, B. B. Damodaran, E. Aptoula, M. Dalla Mura, S. Lefèvre, Attribute Profiles from Partitioning Trees, International Symposium on Mathematical Morphology (ISMM), Paris, France, May 2017

19. E. Aptoula, M.-T. Pham, S. Lefèvre, Quasi-flat zones for angular data simplification, International Symposium on Mathematical Morphology (ISMM), Paris, France, May 2017

18. M. M. Ghazi, B. Yanikoglu, Erchan Aptoula, Open-set Plant Identification Using an Ensemble of Deep Convolutional Neural Networks, In CLEF working notes, Evora, Portugal, September 2016

17. S. Lefèvre and E. Aptoula, Morphological tools for spatial and multiscale analysis of passive microwave remote sensing data, Specialist Meeting on Microwave Radiometry and Remote Sensing of the Environment (MicroRad), Espoo, Finland, 2016

16. P. Bosilj, E. Aptoula, S. Lefèvre and E. Kijak, Satellite Image Retrieval with Pattern Spectra Descriptors, In Image Information Mining Conference, Bucharest, Romania, October 2015

15. M. M. Ghazi, B. Yanikoglu, Erchan Aptoula, O. Muslu and M. C. Ozdemir, Sabanci-Okan System in LifeCLEF 2015 Plant Identification Competition, In CLEF working notes, Toulouse, France, September 2015

14. E. Aptoula, N. Courty and S. Lefèvre, An end-member based ordering relation for the morphological description of hyperspectral images, IEEE International Conference on Image Processing (ICIP), Paris, France, October, 2014

13. B. Yanikoglu, S. T. Yildiran, C. Tirkaz and E. Aptoula, Sabanci-Okan System in 2014 LifeCLEF Plant Identification Competition, In CLEF working notes, Sheffield, UK, September 2014

12. E. Aptoula, Bag of morphological words for content-based geographical retrieval, 12th International Workshop on Content-Based Multimedia Indexing, Klagenfurt, Austria, June, 2014

11. E. Aptoula, B. Yanikoglu, Morphological features for leaf based plant recognition, IEEE International Conference on Image Processing (ICIP), Melbourne, Australia, September, 2013

10. B. Yanikoglu, E. Aptoula and S. T. Yildiran, Sabanci-Okan System at ImageClef 2013, In CLEF working notes, Valencia, Spain, September 2013

9. E. Aptoula, J. Weber and S. Lefèvre, Vectorial quasi-flat zones for color image simplification, International Symposium on Mathematical Morphology (ISMM), Vol. 7883 (LNCS), pp 231 – 242, Uppsala, Sweden, May 2013

8. B. Yanikoglu, E. Aptoula and C. Tirkaz, Sabanci-Okan System at ImageClef 2012: Combining Features and Classifiers for Plant Identification, In CLEF working notes, Rome, Italy, September 2012

7. B. Yanikoglu, E. Aptoula and C. Tirkaz, Sabanci-Okan System at ImageClef 2011: Plant identification task, In CLEF working notes, Amsterdam, The Netherlands, September 2011

6. N. Courty, E. Aptoula and S. Lefèvre, A Classwise Supervised Ordering Approach for Morphology Based Hyperspectral Image Classification, International Conference on Pattern Recognition (ICPR), pp 1997 – 2000, Tsukuba, Japan, November 2012

5. E. Aptoula and S. Lefèvre, A Basin Morphology Approach to Colour Image Segmentation by Region Merging, Asian Conference on Computer Vision (ACCV), Lecture Notes in Computer Sciences, Vol. 4843, pp 935 – 944, Tokyo, Japan, November 2007

4. E. Aptoula and S. Lefèvre, On Morphological Color Texture Characterization, International Symposium on Mathematical Morphology (ISMM), pp 153 – 164, Rio de Janeiro, Brazil, October 2007