Federico Pernici

Joined

December 2016

Names

Federico Pernici (Preferred)

Emails

****@unifi.it (Confirmed)

Personal Links

Semantic Scholar

Career & Education History

Assistant Professor

MICC - DINFO, University of Florence (unifi.it)

2022 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Alberto Del Bimbo

2002 – 2006

Expertise

Deep Learning

2012 – 2023

Incremental Learning

2006 – 2023

Publications

$\boldsymbol{\lambda}$-Orthogonality Regularization for Compatible Representation Learning
Simone Ricci, Niccolò Biondi, Federico Pernici, Ioannis Patras, Alberto Del Bimbo
- NeurIPS 2025 poster
- Readers: Everyone
The Probability Simplex is Compatible
Simone Ricci, Niccolò Biondi, Federico Pernici, Alberto Del Bimbo
- Submitted to ICLR 2025
- Readers: Everyone
Stationary Representations: Optimally Approximating Compatibility and Implications for Improved Model Replacements
Niccolo Biondi, Federico Pernici, Simone Ricci, Alberto Del Bimbo
- CoRR 2024
- Readers: Everyone
Backward-Compatible Aligned Representations via an Orthogonal Transformation Layer
Simone Ricci, Niccolo Biondi, Federico Pernici, Alberto Del Bimbo
- CoRR 2024
- Readers: Everyone
CoReS: Compatible Representations via Stationarity
Niccolo Biondi, Federico Pernici, Matteo Bruni, Alberto Del Bimbo
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- IEEE Trans. Pattern Anal. Mach. Intell. 2023
- Readers: Everyone
Maximally Compact and Separated Features with Regular Polytope Networks
Federico Pernici, Matteo Bruni, Claudio Baecchi, Alberto Del Bimbo
- 2023 (modified: 16 Apr 2023)
- CoRR 2023
- Readers: Everyone
Contrastive Supervised Distillation for Continual Representation Learning
Tommaso Barletti, Niccolo Biondi, Federico Pernici, Matteo Bruni, Alberto Del Bimbo
- 2022 (modified: 16 Apr 2023)
- CoRR 2022
- Readers: Everyone
CL2R: Compatible Lifelong Learning Representations
Niccolo Biondi, Federico Pernici, Matteo Bruni, Daniele Mugnai, Alberto Del Bimbo
- 2022 (modified: 16 Apr 2023)
- CoRR 2022
- Readers: Everyone
Contrastive Supervised Distillation for Continual Representation Learning
Tommaso Barletti, Niccolo Biondi, Federico Pernici, Matteo Bruni, Alberto Del Bimbo
- 2022 (modified: 16 Apr 2023)
- ICIAP (1) 2022
- Readers: Everyone
Fine-Grained Adversarial Semi-Supervised Learning
Daniele Mugnai, Federico Pernici, Francesco Turchini, Alberto Del Bimbo
- 2022 (modified: 16 Apr 2023)
- ACM Trans. Multim. Comput. Commun. Appl. 2022
- Readers: Everyone

View all 30 publications

Co-Authors