Romain Giot

Romain Giot

Université de Bordeaux

H-index: 22

Europe-France

About Romain Giot

Romain Giot, With an exceptional h-index of 22 and a recent h-index of 18 (since 2020), a distinguished researcher at Université de Bordeaux, specializes in the field of Graph Drawing, Biometrics, Machine learning, Anomaly detection, XAI.

His recent articles reflect a diverse array of research interests and contributions to the field:

Computation of Pixel-Oriented Grid Layout for 2D Datasets Using VRGrid

Relative Confusion Matrix: An Efficient Visualization for the Comparison of Classification Models

Un (petit) pas vers l’explicabilité de l’intelligence artificielle

Overlap Removal by Stochastic Gradient Descent with (out) Shape Awareness

On the stability, correctness and plausibility of visual explanation methods based on feature importance

H²O: Heatmap by Hierarchical Occlusion

NetPrune: A sparklines visualization for network pruning

State of the art of visual analytics for explainable deep learning

Romain Giot Information

University

Position

Bordeaux INP CNRS LaBRI UMR5800 F-33400 Talence France

Citations(all)

1771

Citations(since 2020)

818

Cited By

1294

hIndex(all)

22

hIndex(since 2020)

18

i10Index(all)

33

i10Index(since 2020)

28

Email

University Profile Page

Université de Bordeaux

Google Scholar

View Google Scholar Profile

Romain Giot Skills & Research Interests

Graph Drawing

Biometrics

Machine learning

Anomaly detection

XAI

Top articles of Romain Giot

Title

Journal

Author(s)

Publication Date

Computation of Pixel-Oriented Grid Layout for 2D Datasets Using VRGrid

Adrien Halnaut

Romain Giot

Romain Bourqui

David Auber

2024/4/25

Relative Confusion Matrix: An Efficient Visualization for the Comparison of Classification Models

Luc Etienne Pommé

Romain Bourqui

Romain Giot

David Auber

2024/4/25

Un (petit) pas vers l’explicabilité de l’intelligence artificielle

Romain Giot

2024/2/8

Overlap Removal by Stochastic Gradient Descent with (out) Shape Awareness

IEEE Transactions on Visualization and Computer Graphics

Loann Giovannangeli

Frederic Lalanne

Romain Giot

Romain Bourqui

2024/1/9

On the stability, correctness and plausibility of visual explanation methods based on feature importance

Romain Xu-Darme

Jenny Benois-Pineau

Romain Giot

Georges Quénot

Zakaria Chihani

...

2023/9/20

H²O: Heatmap by Hierarchical Occlusion

Luc-Etienne Pommé

Romain Bourqui

Romain Giot

2023/9/20

NetPrune: A sparklines visualization for network pruning

Visual Informatics

Luc-Etienne Pommé

Romain Bourqui

Romain Giot

Jason Vallet

David Auber

2023/6/1

State of the art of visual analytics for explainable deep learning

Biagio La Rosa

Graziano Blasilli

Romain Bourqui

David Auber

Giuseppe Santucci

...

2023/2

Explicabilité de l'IA

Romain Giot

2023/12/11

Compact visualization of DNN classification performances for interpretation and improvement

Adrien Halnaut

Romain Giot

Romain Bourqui

David Auber

2023/1/1

Guaranteed Visibility in Scatterplots with Tolerance

IEEE Transactions on Visualization and Computer Graphics

Loann Giovannangeli

Frederic Lalanne

Romain Giot

Romain Bourqui

2023/10/23

VRGrid: Efficient transformation of 2d data into pixel grid layout

Adrien Halnaut

Romain Giot

Romain Bourqui

David Auber

2022/7/19

Evaluation of Explanation Methods of AI--CNNs in Image Classification Tasks with Reference-based and No-reference Metrics

arXiv preprint arXiv:2212.01222

Alexey Zhukov

Jenny Benois-Pineau

Romain Giot

2022/12/2

Multi layered feature explanation method for convolutional neural networks

Luca Bourroux

Jenny Benois-Pineau

Romain Bourqui

Romain Giot

2022/6/1

Toward Efficient Deep Learning for Graph Drawing (DL4GD)

IEEE Transactions on Visualization and Computer Graphics

Loann Giovannangeli

Frederic Lalanne

David Auber

Romain Giot

Romain Bourqui

2022/11/15

Color and shape efficiency for outlier detection from automated to user evaluation

Visual Informatics

Loann Giovannangeli

Romain Bourqui

Romain Giot

David Auber

2022/6/1

FORBID: Fast Overlap Removal By stochastic gradIent Descent for Graph Drawing

Loann Giovannangeli

Frederic Lalanne

Romain Giot

Romain Bourqui

2022/9/13

Graph-Based Analysis of Hierarchical Embedding Generated by Deep Neural Network

Korlan Rysbayeva

Romain Giot

Nicholas Journet

2022/8/21

Relative confusion matrix: efficient comparison of decision models

Luc-Etienne Pommé

Romain Bourqui

Romain Giot

David Auber

2022/7/19

Impacts of the Numbers of Colors and Shapes on Outlier Detection: from Automated to User Evaluation

arXiv preprint arXiv:2103.06084

Loann Giovannangeli

Romain Giot

David Auber

Romain Bourqui

2021/3/10

See List of Professors in Romain Giot University(Université de Bordeaux)

Co-Authors

H-index: 67
André Carlos Ponce de Leon Ferreira de Carvalho

André Carlos Ponce de Leon Ferreira de Carvalho

Universidade de São Paulo

H-index: 51
Dr. Anderson Rocha (Full-Professor)

Dr. Anderson Rocha (Full-Professor)

Universidade Estadual de Campinas

H-index: 42
Bernadette Dorizzi

Bernadette Dorizzi

Télécom SudParis

H-index: 34
Jenny Benois-Pineau

Jenny Benois-Pineau

Université de Bordeaux

H-index: 28
David Auber

David Auber

Université de Bordeaux

H-index: 18
Romain Bourqui

Romain Bourqui

Université de Bordeaux

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