Stefano Soatto
Stefano Soatto
Professor of Computer Science, UCLA; Vice President, AWS AI
Verified email at - Homepage
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An invitation to 3-d vision: from images to geometric models
Y Ma, S Soatto, J Kosecka, SS Sastry
Springer Science & Business Media, 2012
Meta-learning with differentiable convex optimization
K Lee, S Maji, A Ravichandran, S Soatto
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019
Dynamic textures
G Doretto, A Chiuso, YN Wu, S Soatto
International Journal of Computer Vision, 2003, 2003
Quick shift and kernel methods for mode seeking
A Vedaldi, S Soatto
Computer Vision–ECCV 2008: 10th European Conference on Computer Vision …, 2008
Class segmentation and object localization with superpixel neighborhoods
B Fulkerson, A Vedaldi, S Soatto
2009 IEEE 12th international conference on computer vision, 670-677, 2009
Fda: Fourier domain adaptation for semantic segmentation
Y Yang, S Soatto
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2020
Entropy-sgd: Biasing gradient descent into wide valleys
P Chaudhari, A Choromanska, S Soatto, Y LeCun, C Baldassi, C Borgs, ...
Proc. of the Intl. Conf. on Learning Representations (ICLR), 2017
A baseline for few-shot image classification
GS Dhillon, P Chaudhari, A Ravichandran, S Soatto
Intl. Conf. on Learning Representations (ICLR) 2020, 2019
Visual-inertial navigation, mapping and localization: A scalable real-time causal approach
ES Jones, S Soatto
The International Journal of Robotics Research 30 (4), 407-430, 2011
Emergence of invariance and disentanglement in deep representations
A Achille, S Soatto
The Journal of Machine Learning Research 19 (1), 1947-1980, 2018
Kernel density estimation and intrinsic alignment for shape priors in level set segmentation
D Cremers, SJ Osher, S Soatto
International journal of computer vision 69, 335-351, 2006
Structure from motion causally integrated over time
A Chiuso, P Favaro, H Jin, S Soatto
IEEE transactions on pattern analysis and machine intelligence 24 (4), 523-535, 2002
Information dropout: Learning optimal representations through noisy computation
A Achille, S Soatto
IEEE transactions on pattern analysis and machine intelligence 40 (12), 2897 …, 2016
Dynamic texture recognition
P Saisan, G Doretto, YN Wu, S Soatto
Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision …, 2001
An algebraic geometric approach to the identification of a class of linear hybrid systems
R Vidal, S Soatto, Y Ma, S Sastry
42nd IEEE International Conference on Decision and Control (IEEE Cat. No …, 2003
Motion estimation via dynamic vision
S Soatto, R Frezza, P Perona
IEEE Transactions on Automatic Control 41 (3), 393-413, 1996
Dynamic textures
S Soatto, G Doretto, YN Wu
Proceedings Eighth IEEE International Conference on Computer Vision. ICCV …, 2001
A geometric approach to shape from defocus
P Favaro, S Soatto
IEEE Transactions on Pattern Analysis and Machine Intelligence 27 (3), 406-417, 2005
Motion competition: A variational approach to piecewise parametric motion segmentation
D Cremers, S Soatto
International Journal of Computer Vision 62, 249-265, 2005
Stochastic Gradient Descent Performs Variational Inference, Converges to Limit Cycles for Deep Networks
P Chaudhari, S Soatto
International Conference on Learning Representations (ICLR), 2018
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