Ghent University Academic Bibliography

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Fully group convolutional neural networks for robust spectral-spatial feature learning

Xian Li (UGent) , Mingli Ding and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 60.
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Spectral feature fusion networks with dual attention for hyperspectral image classification

Xian Li (UGent) , Mingli Ding and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 60.
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Hybrid-hypergraph regularized multiview subspace clustering for hyperspectral images

Shaoguang Huang (UGent) , Hongyan Zhang and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 60.
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Subspace clustering for hyperspectral images via dictionary learning with adaptive regularization

Shaoguang Huang (UGent) , Hongyan Zhang and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 60.
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A structural subspace clustering approach for hyperspectral band selection

Shaoguang Huang (UGent) , Hongyan Zhang and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 60.
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Efficient local image descriptors learned with autoencoders

Nina Žižakić (UGent) and Aleksandra Pizurica (UGent)

(2022) IEEE ACCESS. 10. p.221-235
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Heterogeneous regularization-based tensor subspace clustering for hyperspectral band selection

Shaoguang Huang (UGent) , Hongyan Zhang, Jize Xue (UGent) and Aleksandra Pizurica (UGent)

(2022) IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. p.1-15
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Virtual restoration of paintings based on deep learning

Roman Sizyakin (UGent) , Viacheslav Voronin and Aleksandra Pizurica (UGent)

(2022) Fourteenth International Conference on Machine Vision (ICMV 2021). In Proceedings of SPIE 12084.
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Virtual restoration of paintings using adaptive adversarial neural network

Roman Sizyakin (UGent) , Viacheslav Voronin, Aleksandr Zelensky and Aleksandra Pizurica (UGent)

(2022) JOURNAL OF ELECTRONIC IMAGING.
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Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis

Marin Benčević (UGent) , Marija Habijan (UGent) , Irena Galić and Aleksandra Pizurica (UGent)

(2022)
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Recent Progress in Epicardial and Pericardial Adipose Tissue Segmentation and Quantification Based on Deep Learning: A Systematic Review

Marin Benčević (UGent) , Irena Galić, Marija Habijan (UGent) and Aleksandra Pizurica (UGent)

(2022) Applied Sciences.
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Assisting classical paintings restoration : efﬁcient paint loss detection and descriptor-based inpainting using shared pretraining

Laurens Meeus (UGent) , Shaoguang Huang (UGent) , Nina Žižakić (UGent) , Xianghui Xie, Bart Devolder, Hélène Dubois (UGent) , Maximiliaan Martens (UGent) and Aleksandra Pizurica (UGent)

(2021) Optics, Photonics and Digital Technologies for Imaging Applications VI. In Proceedings of SPIE 11353.
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A two-stream neural network architecture for the detection and analysis of cracks in panel paintings

Roman Sizyakin (UGent) , Bruno Cornelis, Laurens Meeus (UGent) , Viacheslav Voronin and Aleksandra Pizurica (UGent)

(2021) Optics, Photonics and Digital Technologies for Imaging Applications VI. In Proceedings of SPIE 11353.
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A study on the label noise impact on the hyperspectral image classification

Meizhu Li (UGent) , Shaoguang Huang (UGent) and Aleksandra Pizurica (UGent)

(2021) IEICE PROCEEDING SERIES. 64.
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Fast full search equivalent block matching for multichannel images

Izumi Ito and Aleksandra Pizurica (UGent)

(2021) IEICE PROCEEDING SERIES.
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On extending the ADMM algorithm to the quaternion algebra setting

Srdan Lazendic (UGent) , Hendrik De Bie (UGent) and Aleksandra Pizurica (UGent)

(2021) IEICE PROCEEDING SERIES. 64.
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Acoustic seafloor classification using the Weyl transform of multibeam echosounder backscatter mosaic

Ting Zhao (UGent) , Giacomo Montereale Gavazzi, Srdan Lazendic (UGent) , Yuxin Zhao and Aleksandra Pizurica (UGent)

(2021) REMOTE SENSING. 13(9).
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- A2
The impact of label noise on the classification models for hyperspectral images

Meizhu Li (UGent) , Shaoguang Huang (UGent) and Aleksandra Pizurica (UGent)

(2021) IMAGE PROCESSING & COMMUNICATIONS. 24(1). p.1-9
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Invertible local image descriptors learned with variational autoencoders

Nina Žižakić (UGent) and Aleksandra Pizurica (UGent)

(2021) IEICE PROCEEDING SERIES. 64.
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The impact of non-uniform label noise on the classification of hyperspectral images

Meizhu Li (UGent) , Shaoguang Huang (UGent) and Aleksandra Pizurica (UGent)

(2021) 6th International Conference on Signal and Image Processing (ICSIP 2021), Proceedings.
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Multimodal extension of the ML-CSC framework for medical image segmentation

Jens Janssens, Srdan Lazendic (UGent) , Shaoguang Huang (UGent) and Aleksandra Pizurica (UGent)

(2021) 12th Int'l Symposium on Image and Signal Processing and Analysis (ISPA 2021).
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Deep image hashing based on twin-bottleneck hashing with variational autoencoders

Maxim Verwilst, Nina Žižakić (UGent) , Lingchen Gu (UGent) and Aleksandra Pizurica (UGent)

(2021) 2021 IEEE 23rd International Workshop on Multimedia Signal Processing (MMSP). In IEEE International Workshop on Multimedia Signal Processing
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β-variational autoencoders for learning invertible local image descriptors

Nina Žižakić (UGent) and Aleksandra Pizurica (UGent)

(2021) IMAGE PROCESSING & COMMUNICATIONS. 24(1). p.71-78
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Hierarchical variational autoencoders for visual counterfactuals

Nicolas Vercheval (UGent) and Aleksandra Pizurica (UGent)

(2021) 2021 IEEE International Conference on Image Processing (ICIP). p.2513-2517
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Crack detection in paintings using convolutional neural networks

Roman Sizyakin (UGent) , Bruno Cornelis, Laurens Meeus (UGent) , Hélène Dubois (UGent) , Maximiliaan Martens (UGent) , Viacheslav Voronin and Aleksandra Pizurica (UGent)

(2020) IEEE ACCESS. 8(1). p.74535-74552
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Multi-view subspace clustering for hyperspectral images

Shaoguang Huang (UGent) and Aleksandra Pizurica (UGent)

(2020) International Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques 2020 (iTWIST'20), Proceedings.
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Deep feature fusion via two-stream convolutional neural network for hyperspectral image classification

Xian Li (UGent) , Mingli Ding and Aleksandra Pizurica (UGent)

(2020) IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 58(4). p.2615-2629
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Automated visual inspection algorithm for the reflection detection and removing in image sequences

Roman Sizyakin (UGent) , Viacheslav V. Voronin, Nikolay Gapon, Alexey Nadykto, Aleksandra Pizurica (UGent) and Alexander Zelensky

(2020) TWELFTH INTERNATIONAL CONFERENCE ON MACHINE VISION (ICMV 2019). In Proceedings of SPIE 11433.
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Sketch-based subspace clustering of hyperspectral images

Shaoguang Huang (UGent) , Hongyan Zhang, Qian Du and Aleksandra Pizurica (UGent)

(2020) REMOTE SENSING. 12(5).
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A robust dynamic classifier selection approach for hyperspectral images with imprecise label information

Meizhu Li (UGent) , Shaoguang Huang (UGent) , Jasper De Bock (UGent) , Gert De Cooman (UGent) and Aleksandra Pizurica (UGent)

(2020) SENSORS. 20(18).
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Multimodal target detection by sparse coding : application to paint loss detection in paintings

Shaoguang Huang (UGent) , Bruno Cornelis, Bart Devolder, Maximiliaan Martens (UGent) and Aleksandra Pizurica (UGent)

(2020) IEEE TRANSACTIONS ON IMAGE PROCESSING. 29. p.7681-7696
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Accelerating in vivo fast spin echo high angular resolution diffusion imaging with an isotropic resolution in mice through compressed sensing

Maarten Naeyaert, Jan Aelterman (UGent) , Johan Van Audekerke, Vladimir Golkov, Daniel Cremers, Aleksandra Pizurica (UGent) , Jan Sijbers and Marleen Verhoye

(2020) MAGNETIC RESONANCE IN MEDICINE. 85(3). p.1397-1413
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A deep learning-based approach for defect detection and removing on archival photos

Roman Sizyakin (UGent) , V. Voronin, N. Gapon, A. Zelensky and Aleksandra Pizurica (UGent)

(2020) IS&T International Symposium on Electronic Imaging Science and Technology. p.029-1-029-7
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A deep learning approach to crack detection on road surfaces

Roman Sizyakin (UGent) , Viacheslav V. Voronin, Nikolay Gapon and Aleksandra Pizurica (UGent)

(2020) Artificial Intelligence and Machine Learning in Defense Applications II. In Proceedings of SPIE 11543.
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Variational auto-encoders without graph coarsening for fine mesh learning

Nicolas Vercheval (UGent) , Hendrik De Bie (UGent) and Aleksandra Pizurica (UGent)

(2020) IEEE International Conference on Image Processing (ICIP 2020), Proceedings. In IEEE International Conference on Image Processing ICIP p.2681-2685
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On variational auto-encoders for fixed graph mesh learning

Nicolas Vercheval, Hendrik De Bie (UGent) and Aleksandra Pizurica (UGent)

(2020) International Traveling Workshop on Interactions between low-complexity data models and Sensing (iTWIST'20), Proceedings.
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Sketched sparse subspace clustering for large-scale hyperspectral images

Shaoguang Huang (UGent) , Hongyan Zhang and Aleksandra Pizurica (UGent)

(2020) 2020 IEEE International Conference on Image Processing (ICIP). In IEEE International Conference on Image Processing ICIP p.1766-1770
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MRI reconstruction using Markov random field and total variation as composite prior

Marko Panic, Dušan Jakovetić, Dejan Vukobratović, Vladimir Crnojević and Aleksandra Pizurica (UGent)

(2020) SENSORS. 20(11).
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Learned BRIEF : transferring the knowledge from hand-crafted to learning-based descriptors

Nina Žižakić (UGent) and Aleksandra Pizurica (UGent)

(2020) 2020 IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP). In IEEE International Workshop on Multimedia Signal Processing
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Overview of the whole heart and heart chamber segmentation methods

Marija Habijan (UGent) , Danilo Babin (UGent) , Irena Galić, Hrvoje Leventić, Krešimir Romić, Lazar Velicki and Aleksandra Pizurica (UGent)

(2020) CARDIOVASCULAR ENGINEERING AND TECHNOLOGY. 11(6). p.725-747
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Three-dimensional block matching using orthonormal tree-structured haar transform for multichannel images

Izumi Ito and Aleksandra Pizurica (UGent)

(2020) JOURNAL OF IMAGING. 6(2).
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Wetenschap : virtuele restauratie en wiskundige analyse van parels in het Lam Gods

Aleksandra Pizurica (UGent) , Ljiljana Platisa (UGent) , Tijana Ruzic (UGent) , Bruno Cornelis, Ann Dooms, Maximiliaan Martens (UGent) , Marc De Mey (UGent) and Ingrid Daubechies

(2019) Het Lam Gods : Van Eyck : kunst, geschiedenis, wetenschap en religie. p.182-195
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Science : restauration virtuelle et analyse mathématique des perles présentes dans l'Agneau mystique

Aleksandra Pizurica (UGent) , Ljiljana Platisa (UGent) , Tijana Ruzic (UGent) , Bruno Cornelis, Ann Dooms, Maximiliaan Martens (UGent) , Marc De Mey (UGent) and Ingrid Daubechies

(2019) L'Agneau mystique : Van Eyck : art, histoire, science et religion. p.182-195
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Science : virtual restauration and mathematical analysis of the pearls in the Ghent Altarpiece

Aleksandra Pizurica (UGent) , Ljiljana Platisa (UGent) , Tijana Ruzic (UGent) , Bruno Cornelis, Ann Dooms, Maximiliaan Martens (UGent) , Marc De Mey (UGent) and Ingrid Daubechies

(2019) The Ghent Altarpiece : Van Eyck : art, history, science and religion. p.182-195
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Learning local image descriptors with autoencoders

Nina Žižakić (UGent) , Izumi Ito and Aleksandra Pizurica (UGent)

(2019) Image Processing and Communications : Techniques, Algorithms and Applications. In Advances in Intelligent Systems and Computing 1062. p.214-221
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Classification of multibeam sonar image using the Weyl transform

Ting Zhao (UGent) , Srdan Lazendic (UGent) , Yuxin Zhao, Giacomo Ottaviano Andrea Montereale Gavazzi and Aleksandra Pizurica (UGent)

(2019) Image Processing and Communications : Techniques, Algorithms and Applications. In Advances in Intelligent Systems and Computing 1062. p.206-213
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Deep learning for paint loss detection with a multiscale, translation invariant network

Laurens Meeus (UGent) , Shaoguang Huang (UGent) , Bart Devolder, Hélène Dubois (UGent) and Aleksandra Pizurica (UGent)

(2019) Proceedings of the 11th International Symposium on Image and Signal Processing and Analysis (ISPA 2019). p.158-162
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Landmark-based large-scale sparse subspace clustering method for hyperspectral images

Shaoguang Huang (UGent) , Hongyan Zhang and Aleksandra Pizurica (UGent)

(2019) 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS). In IEEE International Symposium on Geoscience and Remote Sensing IGARSS p.799-802
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Image defect detection algorithm based on deep learning

Roman Sizyakin (UGent) , V V Voronin, N V Gapon, A A Zelensky and Aleksandra Pizurica (UGent)

(2019) XV International Scientific-Technical Conference 'Dynamics of Technical Systems' 11–13 September 2019, Don State Technical University, Rostov-on-Don, Russian Federation. In IOP Conference Series : Materials Science and Engineering 680.
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Partial convolution based multimodal autoencoder for art investigation

Xianghui Xie, Laurens Meeus (UGent) and Aleksandra Pizurica (UGent)

(2019) Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019). In CEUR workshop proceedings 2491.

Fully group convolutional neural networks for robust spectral-spatial feature learning

Spectral feature fusion networks with dual attention for hyperspectral image classification

Hybrid-hypergraph regularized multiview subspace clustering for hyperspectral images

Subspace clustering for hyperspectral images via dictionary learning with adaptive regularization

A structural subspace clustering approach for hyperspectral band selection

Efficient local image descriptors learned with autoencoders

Heterogeneous regularization-based tensor subspace clustering for hyperspectral band selection

Virtual restoration of paintings based on deep learning

Virtual restoration of paintings using adaptive adversarial neural network

Self-Supervised Learning as a Means To Reduce the Need for Labeled Data in Medical Image Analysis

Recent Progress in Epicardial and Pericardial Adipose Tissue Segmentation and Quantification Based on Deep Learning: A Systematic Review

Assisting classical paintings restoration : efﬁcient paint loss detection and descriptor-based inpainting using shared pretraining

A two-stream neural network architecture for the detection and analysis of cracks in panel paintings

A study on the label noise impact on the hyperspectral image classification

Fast full search equivalent block matching for multichannel images

On extending the ADMM algorithm to the quaternion algebra setting

Acoustic seafloor classification using the Weyl transform of multibeam echosounder backscatter mosaic

The impact of label noise on the classification models for hyperspectral images

Invertible local image descriptors learned with variational autoencoders

The impact of non-uniform label noise on the classification of hyperspectral images

Multimodal extension of the ML-CSC framework for medical image segmentation

Deep image hashing based on twin-bottleneck hashing with variational autoencoders

β-variational autoencoders for learning invertible local image descriptors

Hierarchical variational autoencoders for visual counterfactuals

Crack detection in paintings using convolutional neural networks

Multi-view subspace clustering for hyperspectral images

Deep feature fusion via two-stream convolutional neural network for hyperspectral image classification

Automated visual inspection algorithm for the reflection detection and removing in image sequences

Sketch-based subspace clustering of hyperspectral images

A robust dynamic classifier selection approach for hyperspectral images with imprecise label information

Multimodal target detection by sparse coding : application to paint loss detection in paintings

Accelerating in vivo fast spin echo high angular resolution diffusion imaging with an isotropic resolution in mice through compressed sensing

A deep learning-based approach for defect detection and removing on archival photos

A deep learning approach to crack detection on road surfaces

Variational auto-encoders without graph coarsening for fine mesh learning

On variational auto-encoders for fixed graph mesh learning

Sketched sparse subspace clustering for large-scale hyperspectral images

MRI reconstruction using Markov random field and total variation as composite prior

Learned BRIEF : transferring the knowledge from hand-crafted to learning-based descriptors

Overview of the whole heart and heart chamber segmentation methods

Three-dimensional block matching using orthonormal tree-structured haar transform for multichannel images

Wetenschap : virtuele restauratie en wiskundige analyse van parels in het Lam Gods

Science : restauration virtuelle et analyse mathématique des perles présentes dans l'Agneau mystique

Science : virtual restauration and mathematical analysis of the pearls in the Ghent Altarpiece

Learning local image descriptors with autoencoders

Classification of multibeam sonar image using the Weyl transform

Deep learning for paint loss detection with a multiscale, translation invariant network

Landmark-based large-scale sparse subspace clustering method for hyperspectral images

Image defect detection algorithm based on deep learning

Partial convolution based multimodal autoencoder for art investigation