Elisa Ricci

Full Professor

e.ricci@unitn.it +39 0461 281516

About

Elisa Ricci is a Full Professor in the Department of Information Engineering and Computer Science (DISI) at the University of Trento and a Senior Researcher at Fondazione Bruno Kessler (FBK). She is the scientific manager of the Joint Laboratory on Vision and Learning between FBK and DISI. Her research interests are mainly in the areas of computer vision, robotics, machine learning, and human behaviour analysis.

Research Interests

Computer Vision

Papers (73)

2026

Francesco Gentile, Nicola Dall'Asen, Francesco Tonini, Massimiliano Mancini, Lorenzo Vaquero, Elisa Ricci

How to Take a Memorable Picture? Empowering Users with Actionable Feedback

Francesco Laiti, Davide Talon, Jacopo Staiano, Elisa Ricci

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Samuele Angheben, Davide Berasi, Alessandro Conti, Elisa Ricci, Yiming Wang

Large Multimodal Models as General In-Context Classifiers

Marco Garosi, Matteo Farina, Alessandro Conti, Massimiliano Mancini, Elisa Ricci

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Mingxuan Liu, Zhun Zhong, Jun Li, Gianni Franchi, Subhankar Roy, Elisa Ricci

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Quentin Guimard, Federico Bartsch, Simone Caldarella, Rahaf Aljundi, Elisa Ricci, Massimiliano Mancini

2025

ConViS-Bench: Estimating Video Similarity Through Semantic Concepts

Benedetta Liberatori, Alessandro Conti, Lorenzo Vaquero, Yiming Wang, Elisa Ricci, Paolo Rota

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Dynamic Scoring with Enhanced Semantics for Training-Free Human-Object Interaction Detection

Francesco Tonini, Lorenzo Vaquero, Alessandro Conti, Cigdem Beyan, Elisa Ricci

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FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models

Mainak Singha, Subhankar Roy, Sarthak Mehrotra, Ankit Jha, Moloud Abdar, Biplap Banerjee, Elisa Ricci

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On Large Multimodal Models as Open-World Image Classifiers

Alessandro Conti, Massimiliano Mancini, Enrico Fini, Yiming Wang, Paolo Rota, Elisa Ricci

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Superpowering Open-Vocabulary Object Detectors for X-ray Vision

Pablo García Fernández, Lorenzo Vaquero, Mingxuan Liu, Feng Xue, Daniel Cores, Nicu Sebe, Manuel Mucientes, Elisa Ricci

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Automatic benchmarking of large multimodal models via iterative experiment programming

Alessandro Conti, Enrico Fini, Paolo Rota, Yiming Wang, Massimiliano Mancini, Elisa Ricci

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Diversified in-domain synthesis with efficient fine-tuning for few-shot classification

Nicola Dall'Asen, Victor G Turrisi da Costa, Yiming Wang, Nicu Sebe, Elisa Ricci

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Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers

Quentin Guimard, Moreno D'Incà, Massimiliano Mancini, Elisa Ricci

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Compositional Caching for Training-free Open-vocabulary Attribute Detection

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Marco Garosi, Alessandro Conti, Gaowen Liu, Elisa Ricci, Massimiliano Mancini

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Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models

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Davide Berasi, Matteo Farina, Massimiliano Mancini, Elisa Ricci, Nicola Strisciuglio

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Nicola Dall'Asen, Willi Menapace, Elia Peruzzo, Enver Sangineto, Yiming Wang, Elisa Ricci

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Thomas De Min, Subhankar Roy, Stéphane Lathuilière, Elisa Ricci, Massimiliano Mancini

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Unlearning Personal Data from a Single Image

Thomas De Min, Massimiliano Mancini, Stéphane Lathuilière, Subhankar Roy, Elisa Ricci

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2024

Retrieval-enriched zero-shot image classification in low-resource domains

Nicola Dall'Asen, Yiming Wang, Enrico Fini, Elisa Ricci

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AL-GTD: Deep Active Learning for Gaze Target Detection

Francesco Tonini, Nicola Dall'Asen, Lorenzo Vaquero, Cigdem Beyan, Elisa Ricci

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Delving into CLIP latent space for Video Anomaly Recognition

Luca Zanella^*, Benedetta Liberatori^*, Willi Menapace, Fabio Poiesi, Yiming Wang, Elisa Ricci

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Harnessing Large Language Models for Training-free Video Anomaly Detection

Luca Zanella, Willi Menapace, Massimiliano Mancini, Yiming Wang, Elisa Ricci

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MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning

Matteo Farina, Massimiliano Mancini, Elia Cunegatti, Gaowen Liu, Giovanni Iacca, Elisa Ricci

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SHiNe: Semantic Hierarchy Nexus for Open-vocabulary Object Detection

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Mingxuan Liu, Tyler L. Hayes, Gabriela Csurka, Elisa Ricci, Riccardo Volpi

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Test-Time Zero-Shot Temporal Action Localization

Benedetta Liberatori, Alessandro Conti, Paolo Rota, Yiming Wang, Elisa Ricci

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Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning

Thomas De Min, Massimiliano Mancini, Stéphane Lathuilière, Subhankar Roy, Elisa Ricci

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Democratizing Fine-grained Visual Recognition with Large Language Models

Mingxuan Liu, Subhankar Roy, Wenjing Li, Zhun Zhong, Nicu Sebe, Elisa Ricci

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Conditioned Prompt-Optimization for Continual Deepfake Detection

Francesco Laiti, Benedetta Liberatori, Thomas De Min, Elisa Ricci

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Text-Enhanced Zero-Shot Action Recognition: A training-free approach

Massimo Bosetti, Shibingfeng Zhang, Giacomo Zara, Elisa Ricci, Paolo Rota

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Frustratingly Easy Test-Time Adaptation of Vision-Language Models

Matteo Farina, Gianni Franchi, Giovanni Iacca, Massimiliano Mancini, Elisa Ricci

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2023

AutoLabel: CLIP-based framework for Open-set Video Domain Adaptation

Giacomo Zara, Subhankar Roy, Paolo Rota, Elisa Ricci

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Novel Class Discovery for 3D Point Cloud Semantic Segmentation

Luigi Riz, Cristiano Saltori, Elisa Ricci, Fabio Poiesi

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Matteo Farina, Luca Magri, Willi Menapace, Elisa Ricci, Vladislav Golyanik, Federica Arrigoni

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A soft nearest-neighbor framework for continual semi-supervised learning

Oral

Zhiqi Kang, Enrico Fini, Moin Nabi, Elisa Ricci, Karteek Alahari

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Francesco Tonini, Nicola Dall'Asen, Cigdem Beyan, Elisa Ricci

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On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers

Thomas De Min, Massimiliano Mancini, Karteek Alahari, Xavier Alameda-Pineda, Elisa Ricci

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The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain Adaptation

Giacomo Zara^*, Alessandro Conti^*, Subhankar Roy, Stéphane Lathuilière, Paolo Rota, Elisa Ricci

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Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic Segmentation

Cristiano Saltori, Aljoša Ošep, Elisa Ricci, Laura Leal-Taixé

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Unsupervised Video Anomaly Detection with Diffusion Models Conditioned on Compact Motion Representations

Nicola Dall'Asen, Cigdem Beyan, Elisa Ricci

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Exploring Diffusion Models for Unsupervised Video Anomaly Detection

Nicola Dall'Asen, Cigdem Beyan, Elisa Ricci

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Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation

Cristiano Saltori, Fabio Galasso, Giuseppe Fiameni, Nicu Sebe, Fabio Poiesi, Elisa Ricci

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Alessandro Conti, Enrico Fini, Massimiliano Mancini, Paolo Rota, Yiming Wang, Elisa Ricci

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ConfMix: Unsupervised Domain Adaptation for Object Detection via Confidence-based Mixing

Giulio Mattolin, Luca Zanella, Elisa Ricci, Yiming Wang

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Overlap-guided Gaussian Mixture Model for Point Cloud Registration

Guofeng Mei, Fabio Poiesi, Cristiano Saltori, Jian Zhang, Elisa Ricci, Nicu Sebe

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2022

Graph-based generative face anonymisation with pose preservation

Nicola Dall'Asen, Yiming Wang, Hao Tang, Luca Zanella, Elisa Ricci

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Alessandro Conti, Paolo Rota, Yiming Wang, Elisa Ricci

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Guofeng Mei, Cristiano Saltori, Fabio Poiesi, Jian Zhang, Elisa Ricci, Nicu Sebe, Qiang Wu

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Willi Menapace, Stéphane Lathuilière, Aliaksandr Siarohin, Christian Theobalt, Sergey Tulyakov, Vladislav Golyanik, Elisa Ricci

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Enrico Fini, Victor G. Turrisi da Costa, Xavier Alameda-Pineda, Elisa Ricci, Karteek Alahari, Julien Mairal

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Subhankar Roy, Mingxuan Liu, Zhun Zhong, Nicu Sebe, Elisa Ricci

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CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR Segmentation

Cristiano Saltori, Fabio Galasso, Giuseppe Fiameni, Nicu Sebe, Elisa Ricci, Fabio Poiesi

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GIPSO: Geometrically Informed Propagation for Online Adaptation in 3D LiDAR Segmentation

Cristiano Saltori, Evgeny Krivosheev, Stéphane Lathuilière, Nicu Sebe, Fabio Galasso, Giuseppe Fiameni, Elisa Ricci, Fabio Poiesi

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Federica Arrigoni, Willi Menapace, Marcel Seelbach Benkner, Elisa Ricci, Vladislav Golyanik

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Francesco Tonini, Cigdem Beyan, Elisa Ricci

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Riccardo Franceschini, Enrico Fini, Cigdem Beyan, Alessandro Conti, Federica Arrigoni, Elisa Ricci

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Victor G. Turrisi da Costa, Giacomo Zara, Paolo Rota, Thiago Oliveira-Santos, Nicu Sebe, Vittorio Murino, Elisa Ricci

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Federica Arrigoni, Andrea Fusiello, Romeo Rizzi, Elisa Ricci, Tomas Pajdla

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Guanglei Yang, Paolo Rota, Xavier Alameda-Pineda, Dan Xu, Mingli Ding, Elisa Ricci

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Guanglei Yang, Enrico Fini, Dan Xu, Paolo Rota, Mingli Ding, Hao Tang, Xavier Alameda-Pineda, Elisa Ricci

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Federica Arrigoni, Elisa Ricci, Tomas Pajdla

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Guanglei Yang, Enrico Fini, Dan Xu, Paolo Rota, Mingli Ding, Moin Nabi, Xavier Alameda-Pineda, Elisa Ricci

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Victor G. Turrisi da Costa, Giacomo Zara, Paolo Rota, Thiago Oliveira-Santos, Nicu Sebe, Vittorio Murino, Elisa Ricci

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2021

Semantic-Guided Inpainting Network for Complex Urban Scenes Manipulation

Pierfrancesco Ardino, Yahui Liu, Elisa Ricci, Bruno Lepri, Marco De Nadai

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2020

SF-UDA<sup>3D</sup>: Source-Free Unsupervised Domain Adaptation for LiDAR-Based 3D Object Detection

Cristiano Saltori, Stéphane Lathuiliére, Nicu Sebe, Elisa Ricci, Fabio Galasso

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Willi Menapace, Stéphane Lathuilière, Elisa Ricci

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Online Continual Learning under Extreme Memory Constraints

Enrico Fini, Stéphane Lathuilière, Enver Sangineto, Moin Nabi, Elisa Ricci

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Towards Generalization Across Depth for Monocular 3D Object Detection

Andrea Simonelli, Samuel Rota Bulò, Lorenzo Porzi, Elisa Ricci, Peter Kontschieder

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Deep learning for classification and localization of COVID-19 markers in point-of-care lung ultrasound

Subhankar Roy, Willi Menapace, Sebastiaan Oei, Ben Luijten, Enrico Fini, Cristiano Saltori, Iris Huijben, Nishith Chennakeshava, Federico Mento, Alessandro Sentelli, Emanuele Peschiera, Riccardo Trevisan, Giovanni Maschietto, Elena Torri, Riccardo Inchingolo, Andrea Smargiassi, Gino Soldati, Paolo Rota, Andrea Passerini, Ruud J G van Sloun, Elisa Ricci, Libertario Demi

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