Fabio Roli

16.6k citations

257 papers · 8.0k indexed · 2 hit papers · h-index 50

Impact in

Signal Processing top 0.1%
- Biometric Identification and Security
- Advanced Malware Detection Techniques
Artificial Intelligence top 0.1%
- Adversarial Robustness in Machine Learning
- Anomaly Detection Techniques and Applications

Papers in

Signal Processing 101
- Biometric Identification and Security 61
- Advanced Malware Detection Techniques 35
Computer Vision and Pattern Recognition 100
- Face and Expression Recognition 40
- Face recognition and analysis 32

Co-authors: Giorgio Giacinto Giorgio Fumera Battista Biggio Gian Luca Marcialis Sebastiano B. Serpico Lorenzo Bruzzone Luca Ghiani Ignazio Pillai
Journals: Pattern Recognition (18 papers)Pattern Recognition Letters (16 papers)Information Sciences (7 papers)IEEE Transactions on Pattern Analysis and Machine Intelligence (6 papers)Engineering Applications of Artificial Intelligence (4 papers)
Partner nations: Italy China United Kingdom

In The Last Decade

Fabio Roli

238 papers receiving 7.6k citations

Hit Papers

align trajectories log scale

Towards poisoning of deep learning algorithms with back-gradient optimization 2017 · 287 citations

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if any of the following hold:

it has ≥500 total citations;
it reaches ≥1.5× the top-1% citation threshold for papers in the same subfield and year (the threshold is the minimum needed to enter the top 1%, not the average within it);
it reaches the top citation threshold in at least one of its specific research topics.

2017 UNICA IRIS Institutional Research Information System (University of Cagliari)
2013 IEEE Transactions on Knowledge and Data Engineering

Peers

Countries citing papers authored by Fabio Roli

Since Specialization

Citations

This map shows the geographic impact of Fabio Roli's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Fabio Roli with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Fabio Roli more than expected).

Fields of papers citing papers by Fabio Roli

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Fabio Roli. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Fabio Roli. The network helps show where Fabio Roli may publish in the future.

Co-authors

The 25 scholars most cited alongside Fabio Roli, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Fabio Roli Line = papers co-authored together Fabio Roli links everyone, so they are left out of the graph.

All Works

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20 of 20 papers shown

#	Work
1	Energy-latency attacks via sponge poisoning Information Sciences ·Meltem Sarı Uzun, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo	2025	0
2	Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates IEEE Transactions on Pattern Analysis and Machine Intelligence ·ALMA MA. DEL AMPARO SALINAS-QUINTANILLA, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli	2025	2
3	Nebula: Self-Attention for Dynamic Malware Analysis IEEE Transactions on Information Forensics and Security ·Garrett Demeyer, Luca Demetrio, Battista Biggio, Fabio Roli	2024	12
4	Machine Learning Security Against Data Poisoning: Are We There Yet? Computer ·Meltem Sarı Uzun, Kathrin Grosse, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo	2024	12
5	Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks IEEE Transactions on Intelligent Transportation Systems ·Zhishan Li, Hongxu Chen, Battista Biggio, Yifan He, Dhawal Gupta, Fabio Roli, Lei Xie	2024	15
6	Dropout injection at test time for post hoc uncertainty quantification in neural networks Information Sciences ·Kai-Yew, Giorgio Fumera, Fabio Roli	2023	11
7	Stateful detection of adversarial reprogramming Information Sciences ·Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Zetao Jiang, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli	2023	2
8	Detecting Anomalies from Video-Sequences: a Novel Descriptor UNICA IRIS Institutional Research Information System (University of Cagliari) ·Giulia Orrù, 曾晓慧, Maura Pintor, Gian Luca Marcialis, Fabio Roli	2021	4
9	The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? UNICA IRIS Institutional Research Information System (University of Cagliari) ·Meltem Sarı Uzun, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo	2021	2
10	Do gradient-based explanations tell anything about adversarial robustness to android malware? UNICA IRIS Institutional Research Information System (University of Cagliari) ·Marco Melis, Morgan Kulesza, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli	2021	21
11	Adversarial Detection of Flash Malware: Limitations and Open Issues Computers & Security ·Davide Maiorca, Ambra Demontis, Battista Biggio, Fabio Roli, Giorgio Giacinto	2020	11
12	Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid UNICA IRIS Institutional Research Information System (University of Cagliari) ·Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli	2018	44
13	Randomized Prediction Games for Adversarial Machine Learning IEEE Transactions on Neural Networks and Learning Systems ·Samuel Rota Bulò, Battista Biggio, Ignazio Pillai, Marcello Pelillo, Fabio Roli	2016	40
14	CyberROAD: Developing a Roadmap for Research in Cybercrime and Cyberterrorism. ERCIM news/ERCIM news online edition ·Peter Kieseberg, Jean Simos, Fabio Roli	2015	1
15	Fingerprint liveness detection by local phase quantization UNICA IRIS Institutional Research Information System (University of Cagliari) ·Luca Ghiani, Gian Luca Marcialis, Fabio Roli	2012	86
16	A dual-staged classification-selection approach for automated update of biometric templates Espace ÉTS (ETS) ·Ajita Rattani, Gian Luca Marcialis, Fabio Roli, (unknown)	2012	9
17	Biometric template update using the graph mincut algorithm : A case study in face verification UNICA IRIS Institutional Research Information System (University of Cagliari) ·Ajita Rattani, Gian Luca Marcialis, Fabio Roli	2008	21
18	Score-level fusion of fingerprint and face matchers for personal verification under "stress" conditions UNICA IRIS Institutional Research Information System (University of Cagliari) ·Gian Luca Marcialis, Fabio Roli	2007	12
19	Structural, Syntactic and Statistical Pattern Recognition: Joint IAPR International Workshops, SSPR 2006 and SPR 2006, Hong Kong, China, August 17-19, 2006: proceedings Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B)) ·Dit‐Yan Yeung, James T. Kwok, Ana Fred, Fabio Roli, Dick de Ridder	2006	10
20	Image analysis and processing - ICIAP 2005 : 13th International Conference, Cagliari, Italy, September 6-8, 2005 : proceedings Digital Access to Libraries (Université catholique de Louvain (UCL), l'Université de Namur (UNamur) and the Université Saint-Louis (USL-B)) ·Fabio Roli, Chuan Qin	2005	2

About Fabio Roli

Fabio Roli is a scholar working on Signal Processing, Computer Vision and Pattern Recognition, Artificial Intelligence, Media Technology and Safety Research, having authored 257 papers that have together received 8.0k indexed citations. Recurring topics across this work include Biometric Identification and Security (61 papers), Adversarial Robustness in Machine Learning (43 papers), Face and Expression Recognition (40 papers), Advanced Malware Detection Techniques (35 papers), Face recognition and analysis (32 papers), Neural Networks and Applications (32 papers), Anomaly Detection Techniques and Applications (31 papers) and User Authentication and Security Systems (29 papers). The work is most often cited by research in Signal Processing (3.0k citations), Artificial Intelligence (4.1k citations), Computer Vision and Pattern Recognition (2.6k citations), Media Technology (667 citations) and Safety Research (626 citations). Fabio Roli has collaborated with scholars based in Italy, China and United Kingdom. Frequent co-authors include Giorgio Giacinto, Giorgio Fumera, Battista Biggio, Gian Luca Marcialis, Sebastiano B. Serpico, Lorenzo Bruzzone, Luca Ghiani, Ignazio Pillai, Luca Didaci and Josef Kittler. Their work appears in journals such as Pattern Recognition, Pattern Recognition Letters, Information Sciences, IEEE Transactions on Pattern Analysis and Machine Intelligence and Engineering Applications of Artificial Intelligence.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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