Search Results for author: Andrea Zunino

Found 12 papers, 2 papers with code

FollowMe: a Robust Person Following Framework Based on Re-Identification and Gestures

no code implementations21 Nov 2023 Federico Rollo, Andrea Zunino, Gennaro Raiola, Fabio Amadio, Arash Ajoudani, Nikolaos Tsagarakis

Human-robot interaction (HRI) has become a crucial enabler in houses and industries for facilitating operational flexibility.

CARPE-ID: Continuously Adaptable Re-identification for Personalized Robot Assistance

no code implementations30 Oct 2023 Federico Rollo, Andrea Zunino, Nikolaos Tsagarakis, Enrico Mingo Hoffman, Arash Ajoudani

In today's Human-Robot Interaction (HRI) scenarios, a prevailing tendency exists to assume that the robot shall cooperate with the closest individual or that the scene involves merely a singular human actor.

Multi-Object Tracking Person Re-Identification

Artifacts Mapping: Multi-Modal Semantic Mapping for Object Detection and 3D Localization

no code implementations3 Jul 2023 Federico Rollo, Gennaro Raiola, Andrea Zunino, Nikolaos Tsagarakis, Arash Ajoudani

To further explore this direction, we propose a framework that can autonomously detect and localize predefined objects in a known environment using a multi-modal sensor fusion approach (combining RGB and depth data from an RGB-D camera and a lidar).

object-detection Object Detection +2

Compact CNN Structure Learning by Knowledge Distillation

no code implementations19 Apr 2021 Waqar Ahmed, Andrea Zunino, Pietro Morerio, Vittorio Murino

The concept of compressing deep Convolutional Neural Networks (CNNs) is essential to use limited computation, power, and memory resources on embedded devices.

Knowledge Distillation Model Compression

Excitation Dropout: Encouraging Plasticity in Deep Neural Networks

1 code implementation23 May 2018 Andrea Zunino, Sarah Adel Bargal, Pietro Morerio, Jianming Zhang, Stan Sclaroff, Vittorio Murino

In this work, we utilize the evidence at each neuron to determine the probability of dropout, rather than dropping out neurons uniformly at random as in standard dropout.

Decision Making Video Recognition

Excitation Backprop for RNNs

1 code implementation CVPR 2018 Sarah Adel Bargal, Andrea Zunino, Donghyun Kim, Jianming Zhang, Vittorio Murino, Stan Sclaroff

Models are trained to caption or classify activity in videos, but little is known about the evidence used to make such decisions.

Action Recognition Temporal Action Localization +1

What Will I Do Next? The Intention from Motion Experiment

no code implementations3 Aug 2017 Andrea Zunino, Jacopo Cavazza, Atesh Koul, Andrea Cavallo, Cristina Becchio, Vittorio Murino

In this paper, we bridge cognitive and computer vision studies, by demonstrating the effectiveness of video-based approaches for the prediction of human intentions.

Early Classification General Classification

Revisiting Human Action Recognition: Personalization vs. Generalization

no code implementations2 May 2016 Andrea Zunino, Jacopo Cavazza, Vittorio Murino

In particular, considering that each human action in the datasets is performed several times by different subjects, we were able to precisely quantify the effect of inter- and intra-subject variability, so as to figure out the impact of several learning approaches in terms of classification performance.

Action Classification Action Recognition +2

Kernelized Covariance for Action Recognition

no code implementations22 Apr 2016 Jacopo Cavazza, Andrea Zunino, Marco San Biagio, Vittorio Murino

In this paper we aim at increasing the descriptive power of the covariance matrix, limited in capturing linear mutual dependencies between variables only.

3D Action Recognition Descriptive

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