Soumava Roy

Soumava Roy

Australian National University

H-index: 9

Oceania-Australia

About Soumava Roy

Soumava Roy, With an exceptional h-index of 9 and a recent h-index of 9 (since 2020), a distinguished researcher at Australian National University, specializes in the field of Computer Vision, Deep Learning, Deep Metric Learning.

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

FORML: A Riemannian Hessian-free Method for Meta-learning with Orthogonality Constraint

Occlusion Resilient 3D Human Pose Estimation

RMAML: Riemannian meta-learning with orthogonality constraints

Learning Deep Optimal Embeddings with Sinkhorn Divergences

On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation

Semantic-aware knowledge distillation for few-shot class-incremental learning

Discrepant collaborative training by Sinkhorn divergences

Attention in attention networks for person retrieval

Soumava Roy Information

University

Position

___

Citations(all)

517

Citations(since 2020)

497

Cited By

112

hIndex(all)

9

hIndex(since 2020)

9

i10Index(all)

8

i10Index(since 2020)

8

Email

University Profile Page

Australian National University

Google Scholar

View Google Scholar Profile

Soumava Roy Skills & Research Interests

Computer Vision

Deep Learning

Deep Metric Learning

Top articles of Soumava Roy

Title

Journal

Author(s)

Publication Date

FORML: A Riemannian Hessian-free Method for Meta-learning with Orthogonality Constraint

arXiv preprint arXiv:2402.18605

Hadi Tabealhojeh

Soumava Kumar Roy

Peyman Adibi

Hossein Karshenas

2024/2/28

Occlusion Resilient 3D Human Pose Estimation

arXiv preprint arXiv:2402.11036

Soumava Kumar Roy

Ilia Badanin

Sina Honari

Pascal Fua

2024/2/16

RMAML: Riemannian meta-learning with orthogonality constraints

Pattern Recognition

Hadi Tabealhojeh

Peyman Adibi

Hossein Karshenas

Soumava Kumar Roy

Mehrtash Harandi

2023/8/1

Learning Deep Optimal Embeddings with Sinkhorn Divergences

arXiv preprint arXiv:2209.06469

Soumava Kumar Roy

Yan Han

Mehrtash Harandi

Lars Petersson

2022/9/14

On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation

Soumava Kumar Roy

Leonardo Citraro

Sina Honari

Pascal Fua

2022/9/12

Semantic-aware knowledge distillation for few-shot class-incremental learning

Ali Cheraghian

Shafin Rahman

Pengfei Fang

Soumava Kumar Roy

Lars Petersson

...

2021

Discrepant collaborative training by Sinkhorn divergences

Image and Vision Computing

Yan Han

Soumava Kumar Roy

Lars Petersson

Mehrtash Harandi

2021/8/1

Attention in attention networks for person retrieval

IEEE transactions on pattern analysis and machine intelligence

Pengfei Fang

Jieming Zhou

Soumava Kumar Roy

Pan Ji

Lars Petersson

...

2021/4/15

Geometry Aware Deep Metric Learning

Soumava Kumar Roy

2021

Cross-correlated attention networks for person re-identification

Image and Vision Computing

Jieming Zhou

Soumava Kumar Roy

Pengfei Fang

Mehrtash Harandi

Lars Petersson

2020/8/1

Learning from noisy labels via discrepant collaborative training

Yan Han

SOUMAVA ROY

Lars Petersson

Mehrtash Harandi

2020

See List of Professors in Soumava Roy University(Australian National University)

Co-Authors

H-index: 85
Richard Hartley

Richard Hartley

Australian National University

H-index: 11
Pengfei Fang

Pengfei Fang

Australian National University

H-index: 11
Zakaria Mhammedi

Zakaria Mhammedi

Australian National University

H-index: 2
Jieming Zhou

Jieming Zhou

Australian National University

H-index: 1
Yan Han

Yan Han

Australian National University

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