Giovanni Maria Farinella
Papers
14
Total Citations
221
H-Index
7
About
Giovanni Maria Farinella is a prominent computer vision researcher whose work spans an impressively diverse range of topics, from agricultural technology to autonomous systems and human activity understanding. Based at the intersection of machine learning and visual computing, Farinella has made significant contributions to image analysis, distorted image processing, and anticipatory vision systems. His most-cited work demonstrates notable versatility: his research on automated body condition scoring in dairy cattle (100 citations) showcases the real-world applicability of computer vision in precision agriculture, while his investigations into fisheye camera distortion modeling and generalized gradient estimation address fundamental challenges in wide-angle imaging for robotics, surveillance, and automotive applications. His work on UAV autonomous landing further highlights his engagement with robotics and practical autonomous systems. More recently, Farinella has emerged as a leading voice in egocentric vision and action anticipation, with surveys and deep learning approaches exploring how intelligent systems can predict human intentions from first-person video — a critical capability for human-robot interaction and assistive technologies. His editorial contributions to assistive computer vision underscore his commitment to socially meaningful research. Collectively, his portfolio reflects a researcher dedicated to bridging theoretical computer vision with transformative real-world applications.
Research Focus
Key Achievements
Top Papers
- 1
- 2Affine Covariant Features for Fisheye Distortion Local Modeling27 citations · 2016
- 3Registration and Recognition in Images and Videos20 citations · 2013
- 4A System for Autonomous Landing of a UAV on a Moving Vehicle17 citations · 2017
- 5Generalized Sobel Filters for gradient estimation of distorted images14 citations · 2015
- 6Knowledge Distillation for Action Anticipation via Label Smoothing10 citations · 2021
- 7Special issue on Assistive Computer Vision and Robotics - Part I7 citations · 2016
- 8
- 9
- 10Predicting the future from first person (egocentric) vision: A survey4 citations · 2021