Publications

2024

Journal paper

Visual tracking in camera-switching outdoor sport videos: Benchmark and baselines for skiing

Matteo Dunnhofer and Christian Micheloni

Computer Vision and Image Understanding

Conference paper

Tracking Skiers from the Top to the Bottom

Matteo Dunnhofer, Luca Sordi, Niki Martinel, and Christian Micheloni

IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2024

2023

Journal paper

Visual Object Tracking in First Person Vision

Matteo Dunnhofer, Antonino Furnari, Giovanni Maria Farinella, and Christian Micheloni

International Journal of Computer Vision

Conference paper

The First Visual Object Tracking Segmentation VOTS2023 Challenge Results

Matej Kristan, Jiří Matas, Martin Danelljan, Michael Felsberg, Hyung Jin Chang, Luka Čehovin Zajc, Alan Lukežič, ..., Matteo Dunnhofer, ...

IEEE/CVF International Conference on Computer Vision (ICCV) 2023, Visual Object Tracking Segmentation Challenge VOTS2023 workshop

Conference paper

Lightweight Blur Kernel Estimation Network for Blind Image Super-Resolution

Asif Hussain Khan, Rao Muhammad Umer, Matteo Dunnhofer, Christian Micheloni, Niki Martinel

International Conference on Image Analysis and Processing (ICIAP) 2023

Conference paper

Visualizing Skiers' Trajectories in Monocular Videos

Matteo Dunnhofer, Luca Sordi, and Christian Micheloni

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023, CVsports workshop

Conference paper

Automatic Video-based Reconstruction of the Trajectories Performed by Skiers

Matteo Dunnhofer and Christian Micheloni

International Congress on Science and Skiing (ICSS) 2023

2022

Journal paper

Deep convolutional feature details for better knee disorder diagnoses in magnetic resonance images

Matteo Dunnhofer, Niki Martinel, and Christian Micheloni

Computerized Medical Imaging and Graphics

Journal paper

Combining Complementary Trackers for Enhanced Long-Term Visual Object Tracking

Matteo Dunnhofer, Kristian Simonato, and Christian Micheloni

Image and Vision Computing

Conference paper

The Tenth Visual Object Tracking VOT2022 Challenge Results

Matej Kristan, Aleš Leonardis, Jiří Matas, Michael Felsberg, Roman Pflugfelder, Joni-Kristian Kämäräinen, Hyung Jin Chang, Martin Danelljan, ..., Matteo Dunnhofer, ...

European Conference on Computer Vision (ECCV) 2022, Visual Object Tracking Challenge VOT2022 workshop

Conference paper

CoCoLoT: Combining Complementary Trackers in Long-Term Visual Tracking

Matteo Dunnhofer and Christian Micheloni

International Conference on Pattern Recognition (ICPR) 2022

PhD Thesis

Visual Object Tracking with Deep Learning

Matteo Dunnhofer

University of Udine

2021

Journal paper

Weakly-Supervised Domain Adaptation of Deep Regression Trackers via Reinforced Knowledge Distillation

Matteo Dunnhofer, Niki Martinel, and Christian Micheloni

IEEE Robotics and Automation Letters

Journal paper

Bituminous Mixtures Experimental Data Modeling Using a Hyperparameters-Optimized Machine Learning Approach

Matteo Miani, Matteo Dunnhofer, Fabio Rondinella, Evangelos Manthos, Jan Valentin, Christian Micheloni, Nicola Baldo

Applied Sciences

Journal paper

Surrogate Safety Measures Prediction at Multiple Timescales in V2P Conflicts Based on Gated Recurrent Unit

Matteo Miani, Matteo Dunnhofer, Christian Micheloni, Andrea Marini, Nicola Baldo

Sustainability

Journal paper

Lord of the Rings: Hanoi Pooling and Self-Knowledge Distillation for Fast and Accurate Vehicle Re-Identification

Niki Martinel, Matteo Dunnhofer, Rita Pucci, Gian Luca Foresti, and Christian Micheloni

IEEE Transactions on Industrial Informatics

Conference paper

Is First Person Vision Challenging for Object Tracking?

Matteo Dunnhofer, Antonino Furnari, Giovanni Maria Farinella, and Christian Micheloni

IEEE/CVF International Conference on Computer Vision (ICCV) 2021, Visual Object Tracking Challenge VOT2021 workshop

Conference paper

The Ninth Visual Object Tracking VOT2021 Challenge Results

Matej Kristan, Jiří Matas, Aleš Leonardis, Michael Felsberg, Roman Pflugfelder, Joni-Kristian Kämäräinen, Hyung Jin Chang, Martin Danelljan, ..., Matteo Dunnhofer, ...

IEEE/CVF International Conference on Computer Vision (ICCV) 2021, Visual Object Tracking Challenge VOT2021 workshop

Conference paper

Young drivers’ pedestrian anti-collision braking operation data modelling for ADAS development

Matteo Miani, Matteo Dunnhofer, Christian Micheloni, Andrea Marini, and Nicola Baldo

Living and Walking in Cities Conference (LWC) 2021

Conference paper

Improving MRI-based Knee Disorder Diagnosis with Pyramidal Feature Details

Matteo Dunnhofer, Niki Martinel, and Christian Micheloni

International Conference on Medical Imaging with Deep Learning (MIDL) 2021

Extended Abstract

Video-Based Reconstruction of the Trajectories Performed by Skiers

Matteo Dunnhofer, Alberto Zurini, Maurizio Dunnhofer, Christian Micheloni

arXiv

2020

Journal paper

Siam-U-Net: encoder-decoder siamese network for knee cartilage tracking in ultrasound images

Matteo Dunnhofer, Maria Antico, Fumio Sasazawa, Yu Takeda, Saskia Camps, Niki Martinel, Christian Micheloni, Gustavo Carneiro, and Davide Fontanarosa

Medical Image Analysis

Journal paper

Deep Learning-Based Femoral Cartilage Automatic Segmentation in Ultrasound Imaging for Guidance in Robotic Knee Arthroscopy

M. Antico, F. Sasazawa, M. Dunnhofer, S.M. Camps, A.T. Jaiprakash, A.K. Pandey, R. Crawford, G. Carneiro, D. Fontanarosa

Ultrasound in Medicine & Biology

Journal paper

Automatic Quality Assessment of Transperineal Ultrasound Images of the Male Pelvic Region Using Deep Learning

Saskia Camps, Tim Houben, Christopher Edwards, Maria Antico, Matteo Dunnhofer, Esther H.H.J Martens, Jose A. Baeza, Ben G.L Vanneste, Evert J. van Limbergen, Peter H.N de With, Frank Verhaegen, Gustavo Carneiro, Davide Fontanarosa

Ultrasound in Medicine & Biology

Conference paper

Tracking-by-Trackers with a Distilled and Reinforced Model

Matteo Dunnhofer, Niki Martinel, and Christian Micheloni

Asian Conference on Computer Vision (ACCV) 2020

Conference paper

An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers

Matteo Dunnhofer, Niki Martinel, and Christian Micheloni

European Conference on Computer Vision (ECCV) 2020, Visual Object Tracking Challenge VOT2020 workshop

Conference paper

The Eight Visual Object Tracking VOT2020 Challenge Results

Matej Kristan, ..., Matteo Dunnhofer, ...

European Conference on Computer Vision (ECCV) 2020, Visual Object Tracking Challenge VOT2020 workshop

2019

Conference paper

Visual Tracking by means of Deep Reinforcement Learning and an Expert Demonstrator

Matteo Dunnhofer, Niki Martinel, Gian Luca Foresti, and Christian Micheloni

IEEE/CVF International Conference on Computer Vision (ICCV) 2019, Visual Object Tracking Challenge VOT2019 workshop

Conference paper

The Seventh Visual Object Tracking VOT2019 Challenge Results

Matej Kristan, ..., Matteo Dunnhofer, ...

IEEE/CVF International Conference on Computer Vision (ICCV) 2019, Visual Object Tracking Challenge VOT2019 workshop

2018

Conference paper

Unsupervised Smoke Detection in Normally Smoking Environments

Matteo Chini, Niki Martinel, Matteo Dunnhofer, Carlo Ceschia, Christian Micheloni

International Conference on Distributed Smart Cameras (ICDSC) 2018

Conference paper

One-class Gaussian process regressor for quality assessment of transperineal ultrasound images

Saskia M. Camps, Tim Houben, Davide Fontanarosa, Christopher Edwards, Maria Antico, Matteo Dunnhofer, Esther H.H.J Martens, Jose A. Baeza, Ben G.L Vanneste, Evert J. van Limbergen, Peter H.N de With, Frank Verhaegen, Gustavo Carneiro

International Conference on Medical Imaging with Deep Learning (MIDL) 2018

Conference paper

Quality Assessment of Transperineal Ultrasound Images of the Male Pelvic Region Using Deep Learning

Saskia M. Camps, Tim Houben, Davide Fontanarosa, Christopher Edwards, Maria Antico, Matteo Dunnhofer, Esther H.H.J Martens, Jose A. Baeza, Ben G.L Vanneste, Evert J. van Limbergen, Peter H.N de With, Frank Verhaegen, Gustavo Carneiro

IEEE International Ultrasonics Symposium (IUS) 2018

2017

Conference paper

Person Re-Identification via Unsupervised Transfer of Learned Visual Representations

Niki Martinel, Matteo Dunnhofer, Gian Luca Foresti, Christian Micheloni

International Conference on Distributed Smart Cameras (ICDSC) 2017