Umberto Michieli

About Umberto Michieli

Umberto Michieli, With an exceptional h-index of 18 and a recent h-index of 18 (since 2020), a distinguished researcher at Università degli Studi di Padova, specializes in the field of Continual Learning, Domain Adaptation, Federated Learning, Scene Understanding, Model Compression.

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

Object-Conditioned Bag of Instances for Few-Shot Personalized Instance Recognition

FFT-Based Selection and Optimization of Statistics for Robust Recognition of Severely Corrupted Images

Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains

HOP to the Next Tasks and Domains for Continual Learning in NLP

A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation

Learning with style: Continual semantic segmentation across tasks and domains

Online Continual Learning for Robust Indoor Object Recognition

Selma: Semantic large-scale multimodal acquisitions in variable weather, daytime and viewpoints

Umberto Michieli Information

University

Position

PhD at - AI Intern at Samsung Research UK

Citations(all)

1139

Citations(since 2020)

1127

Cited By

141

hIndex(all)

18

hIndex(since 2020)

18

i10Index(all)

20

i10Index(since 2020)

20

Email

University Profile Page

Google Scholar

Umberto Michieli Skills & Research Interests

Continual Learning

Domain Adaptation

Federated Learning

Scene Understanding

Model Compression

Top articles of Umberto Michieli

Object-Conditioned Bag of Instances for Few-Shot Personalized Instance Recognition

2024/4/14

Umberto Michieli
Umberto Michieli

H-Index: 8

Daehyun Kim
Daehyun Kim

H-Index: 3

FFT-Based Selection and Optimization of Statistics for Robust Recognition of Severely Corrupted Images

2024/4/14

Umberto Michieli
Umberto Michieli

H-Index: 8

Daehyun Kim
Daehyun Kim

H-Index: 3

Deep Neural Network Models Trained With A Fixed Random Classifier Transfer Better Across Domains

ICASSP 2024

2024/2/28

Umberto Michieli
Umberto Michieli

H-Index: 8

Daehyun Kim
Daehyun Kim

H-Index: 3

HOP to the Next Tasks and Domains for Continual Learning in NLP

AAAI 2024

2024/2/28

Umberto Michieli
Umberto Michieli

H-Index: 8

A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation

2024/4/15

Learning with style: Continual semantic segmentation across tasks and domains

TPAMI

2024

Online Continual Learning for Robust Indoor Object Recognition

IROS 2023

2023/7/19

Umberto Michieli
Umberto Michieli

H-Index: 8

Selma: Semantic large-scale multimodal acquisitions in variable weather, daytime and viewpoints

IEEE Transactions on Intelligent Transportation Systems

2023/3/28

Data-free model pruning at initialization via expanders

2023

Umberto Michieli
Umberto Michieli

H-Index: 8

Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning

WACV 2023

2023

Learning from Mistakes: Self-Regularizing Hierarchical Representations in Point Cloud Semantic Segmentation

IEEE Transactions on Multimedia

2023/12/21

Umberto Michieli
Umberto Michieli

H-Index: 8

Simone Milani
Simone Milani

H-Index: 14

Fully Automated Scan-to-BIM Via Point Cloud Instance Segmentation

2023/10/8

RECALL+: Adversarial Web-based Replay for Continual Learning in Semantic Segmentation

arXiv preprint arXiv:2309.10479

2023/9/19

Online Continual Learning in Keyword Spotting for Low-Resource Devices via Pooling High-Order Temporal Statistics

INTERSPEECH 2023

2023/7/24

Umberto Michieli
Umberto Michieli

H-Index: 8

A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization

Interspeech 2023

2023/7/24

Edward Fish
Edward Fish

H-Index: 1

Umberto Michieli
Umberto Michieli

H-Index: 8

Edge-aware graph matching network for part-based semantic segmentation

International Journal of Computer Vision

2022/11

Umberto Michieli
Umberto Michieli

H-Index: 8

Pietro Zanuttigh
Pietro Zanuttigh

H-Index: 20

Federated Learning via Attentive Margin of Semantic Feature Representations

IEEE Internet of Things Journal

2022/9/27

Umberto Michieli
Umberto Michieli

H-Index: 8

Adaptive network automata modelling of complex networks

2022/5/11

Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation

Elsevier Image and Vision Computing

2022

Domain adaptation and continual learning in semantic segmentation

2022/1/1

See List of Professors in Umberto Michieli University(Università degli Studi di Padova)

Co-Authors

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