Massimiliano Mancini

Massimiliano Mancini

Assistant Professor (RTD-B)

massimiliano.mancini@unitn.it

Research Interests

Computer Vision

Papers (25)

2026

Francesco Gentile, Nicola Dall'Asen, Francesco Tonini, Massimiliano Mancini, Lorenzo Vaquero, Elisa Ricci
Large Multimodal Models as General In-Context Classifiers

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

Quentin Guimard, Federico Bartsch, Simone Caldarella, Rahaf Aljundi, Elisa Ricci, Massimiliano Mancini
Safe Vision-Language Models via Unsafe Weights Manipulation

Moreno D'Incà, Elia Peruzzo, Xingqian Xu, Humphrey Shi, Nicu Sebe, Massimiliano Mancini
PDF

2025

On Large Multimodal Models as Open-World Image Classifiers

Alessandro Conti, Massimiliano Mancini, Enrico Fini, Yiming Wang, Paolo Rota, Elisa Ricci
PDF Website
Automatic benchmarking of large multimodal models via iterative experiment programming

Alessandro Conti, Enrico Fini, Paolo Rota, Yiming Wang, Massimiliano Mancini, Elisa Ricci
PDF Website
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers

Quentin Guimard, Moreno D'Incà, Massimiliano Mancini, Elisa Ricci
PDF Website
Compositional Caching for Training-free Open-vocabulary Attribute Detection
Highlight

Marco Garosi, Alessandro Conti, Gaowen Liu, Elisa Ricci, Massimiliano Mancini
PDF Website
Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models
Highlight

Davide Berasi, Matteo Farina, Massimiliano Mancini, Elisa Ricci, Nicola Strisciuglio
PDF Website
3D Part Segmentation via Geometric Aggregation of 2D Visual Features

Marco Garosi, Riccardo Tedoldi, Davide Boscaini, Massimiliano Mancini, Nicu Sebe, Fabio Poiesi
PDF Website

Moreno D’Incà, Elia Peruzzo, Massimiliano Mancini, Xingqian Xu, Humphrey Shi, Nicu Sebe
Group-robust Machine Unlearning

Thomas De Min, Subhankar Roy, Stéphane Lathuilière, Elisa Ricci, Massimiliano Mancini
PDF
Unlearning Personal Data from a Single Image

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

2024

Harnessing Large Language Models for Training-free Video Anomaly Detection

Luca Zanella, Willi Menapace, Massimiliano Mancini, Yiming Wang, Elisa Ricci
PDF Website
MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning

Matteo Farina, Massimiliano Mancini, Elia Cunegatti, Gaowen Liu, Giovanni Iacca, Elisa Ricci
PDF Website
OpenBias: Open-set Bias Detection in Text-to-Image Generative Models
Highlight

Moreno D'Incà, Elia Peruzzo, Massimiliano Mancini, Dejia Xu, Vidit Goel, Xingqian Xu, Zhangyang Wang, Humphrey Shi, Nicu Sebe
PDF Website
Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning

Thomas De Min, Massimiliano Mancini, Stéphane Lathuilière, Subhankar Roy, Elisa Ricci
PDF Website
Frustratingly Easy Test-Time Adaptation of Vision-Language Models

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

2023

Image-free Classifier Injection for Zero-Shot Classification

Anders Christensen, Massimiliano Mancini, Almut Sophia Koepke, Ole Winther
PDF Website
Iterative Superquadric Recomposition of 3D Objects from Multiple Views

Stephan Alaniz, Massimiliano Mancini
PDF Website
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers

Thomas De Min, Massimiliano Mancini, Karteek Alahari, Xavier Alameda-Pineda, Elisa Ricci
PDF Website
PDiscoNet: Semantically consistent part discovery for fine-grained recognition

Robert van der Klis, Stephan Alaniz, Massimiliano Mancini, Cassio Dantas, Dino Ienco, Diego Marcos
PDF Website
ProbVLM: Probabilistic Adapter for Frozen Vison-Language Models

Uddeshya Upadhyay, Shyamgopal Karthik, Massimiliano Mancini
PDF Website
Transitivity Recovering Decompositions: Interpretable and Robust Fine-Grained Relationships

Abhra Chaudhuri, Massimiliano Mancini, Anjan Dutta
PDF Website
Vocabulary-free Image Classification

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