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Romain Giot
Romain Giot
Univ. Bordeaux, Bordeaux INP, CNRS, LaBRI, UMR5800, F-33400 Talence, France
Verified email at labri.fr - Homepage
Title
Cited by
Year
Computation of Pixel-Oriented Grid Layout for 2D Datasets Using VRGrid
A Halnaut, R Giot, R Bourqui, D Auber
Artificial Intelligence and Visualization: Advancing Visual Knowledge …, 2024
2024
Relative Confusion Matrix: An Efficient Visualization for the Comparison of Classification Models
LE Pommé, R Bourqui, R Giot, D Auber
Artificial Intelligence and Visualization: Advancing Visual Knowledge …, 2024
2024
Un (petit) pas vers l’explicabilité de l’intelligence artificielle
R Giot
Université de Bordeaux, 2024
2024
Overlap Removal by Stochastic Gradient Descent with (out) Shape Awareness
L Giovannangeli, F Lalanne, R Giot, R Bourqui
IEEE Transactions on Visualization and Computer Graphics, 2024
2024
Explicabilité de l'IA
R Giot
Semaine Data-SHS, 2023
2023
Guaranteed visibility in scatterplots with tolerance
L Giovannangeli, F Lalanne, R Giot, R Bourqui
IEEE Transactions on Visualization and Computer Graphics, 2023
22023
On the stability, correctness and plausibility of visual explanation methods based on feature importance
R Xu-Darme, J Benois-Pineau, R Giot, G Quénot, Z Chihani, MC Rousset, ...
Proceedings of the 20th International Conference on Content-based Multimedia …, 2023
2023
H²O: Heatmap by Hierarchical Occlusion
LE Pommé, R Bourqui, R Giot
Proceedings of the 20th International Conference on Content-based Multimedia …, 2023
2023
NetPrune: a sparklines visualization for network pruning
LE Pommé, R Bourqui, R Giot, J Vallet, D Auber
Visual Informatics 7 (2), 85-99, 2023
12023
State of the art of visual analytics for explainable deep learning
B La Rosa, G Blasilli, R Bourqui, D Auber, G Santucci, R Capobianco, ...
Computer Graphics Forum 42 (1), 319-355, 2023
392023
Compact visualization of DNN classification performances for interpretation and improvement
A Halnaut, R Giot, R Bourqui, D Auber
Explainable Deep Learning AI, 35-54, 2023
32023
Evaluation of Explanation Methods of AI--CNNs in Image Classification Tasks with Reference-based and No-reference Metrics
A Zhukov, J Benois-Pineau, R Giot
arXiv preprint arXiv:2212.01222, 2022
32022
Toward efficient deep learning for graph drawing (DL4GD)
L Giovannangeli, F Lalanne, D Auber, R Giot, R Bourqui
IEEE Transactions on Visualization and Computer Graphics 30 (2), 1516-1532, 2022
32022
FORBID: Fast Overlap Removal By stochastic gradIent Descent for Graph Drawing
L Giovannangeli, F Lalanne, R Giot, R Bourqui
International Symposium on Graph Drawing and Network Visualization, 61-76, 2022
22022
Graph-Based Analysis of Hierarchical Embedding Generated by Deep Neural Network
K Rysbayeva, R Giot, N Journet
International Conference on Pattern Recognition, 231-245, 2022
2022
Relative confusion matrix: efficient comparison of decision models
LE Pommé, R Bourqui, R Giot, D Auber
2022 26th International Conference Information Visualisation (IV), 98-103, 2022
132022
VRGrid: Efficient transformation of 2d data into pixel grid layout
A Halnaut, R Giot, R Bourqui, D Auber
2022 26th International Conference Information Visualisation (IV), 11-20, 2022
32022
Multi layered feature explanation method for convolutional neural networks
L Bourroux, J Benois-Pineau, R Bourqui, R Giot
International Conference on Pattern Recognition and Artificial Intelligence …, 2022
72022
Color and shape efficiency for outlier detection from automated to user evaluation
L Giovannangeli, R Bourqui, R Giot, D Auber
Visual Informatics 6 (2), 25-40, 2022
62022
Authorship attribution of social media messages
A Theophilo, R Giot, A Rocha
IEEE Transactions on Computational Social Systems 10 (1), 10-23, 2021
252021
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