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Aurelien Lucchi
Aurelien Lucchi
Associate Professor, Department of Mathematics and Computer Science, University of Basel
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SLIC superpixels compared to state-of-the-art superpixel methods
R Achanta, A Shaji, K Smith, A Lucchi, P Fua, S Süsstrunk
IEEE transactions on pattern analysis and machine intelligence 34 (11), 2274 …, 2012
109772012
Slic superpixels
R Achanta, A Shaji, K Smith, A Lucchi, P Fua, S Süsstrunk
1806*2010
The power of quantum neural networks
A Abbas, D Sutter, C Zoufal, A Lucchi, A Figalli, S Woerner
Nature Computational Science 1 (6), 403-409, 2021
8872021
Stabilizing training of generative adversarial networks through regularization
K Roth, A Lucchi, S Nowozin, T Hofmann
Advances in neural information processing systems 30, 2017
5422017
Quantum generative adversarial networks for learning and loading random distributions
C Zoufal, A Lucchi, S Woerner
npj Quantum Information 5 (1), 103, 2019
3962019
Learning aerial image segmentation from online maps
P Kaiser, JD Wegner, A Lucchi, M Jaggi, T Hofmann, K Schindler
IEEE Transactions on Geoscience and Remote Sensing 55 (11), 6054-6068, 2017
3522017
Supervoxel-Based Segmentation of Mitochondria in EM Image Stacks With Learned Shape Features.
A Lucchi, K Smith, R Achanta, G Knott, P Fua
IEEE transactions on medical imaging, 2011
3502011
Radio frequency interference mitigation using deep convolutional neural networks
J Akeret, C Chang, A Lucchi, A Refregier
Astronomy and computing 18, 35-39, 2017
2352017
Sub-sampled cubic regularization for non-convex optimization
JM Kohler, A Lucchi
International Conference on Machine Learning, 1895-1904, 2017
2052017
Neural symbolic regression that scales
L Biggio, T Bendinelli, A Neitz, A Lucchi, G Parascandolo
International Conference on Machine Learning, 936-945, 2021
1942021
Topological map extraction from overhead images
Z Li, JD Wegner, A Lucchi
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019
1872019
Escaping saddles with stochastic gradients
H Daneshmand, J Kohler, A Lucchi, T Hofmann
International Conference on Machine Learning (ICML), 2018
1812018
Variance reduced stochastic gradient descent with neighbors
T Hofmann, A Lucchi, S Lacoste-Julien, B McWilliams
Advances in Neural Information Processing Systems 28, 2015
1802015
Probabilistic bag-of-hyperlinks model for entity linking
OE Ganea, M Ganea, A Lucchi, C Eickhoff, T Hofmann
Proceedings of the 25th international conference on world wide web, 927-938, 2016
1652016
Leveraging large amounts of weakly supervised data for multi-language sentiment classification
J Deriu, A Lucchi, V De Luca, A Severyn, S Müller, M Cieliebak, ...
Proceedings of the 26th international conference on world wide web, 1045-1052, 2017
1632017
Swisscheese at semeval-2016 task 4: Sentiment classification using an ensemble of convolutional neural networks with distant supervision
JM Deriu, M Gonzenbach, F Uzdilli, A Lucchi, V De Luca, M Jaggi
Proceedings of the 10th international workshop on semantic evaluation …, 2016
1602016
Exponential convergence rates for Batch Normalization: The power of length-direction decoupling in non-convex optimization
J Kohler, H Daneshmand, A Lucchi, M Zhou, K Neymeyr, T Hofmann
AISTATS 2018, 2018
159*2018
Fast cosmic web simulations with generative adversarial networks
AC Rodríguez, T Kacprzak, A Lucchi, A Amara, R Sgier, J Fluri, ...
Computational Astrophysics and Cosmology 5 (1), 1-11, 2018
1572018
Cosmological constraints with deep learning from KiDS-450 weak lensing maps
J Fluri, T Kacprzak, A Lucchi, A Refregier, A Amara, T Hofmann, ...
Physical Review D 100 (6), 063514, 2019
1522019
Local saddle point optimization: A curvature exploitation approach
L Adolphs, H Daneshmand, A Lucchi, T Hofmann
AISTATS 2018, 2018
1352018
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Artikler 1–20