His research interests are:

• Time-of-Flight data denoising


• Data fusion from multiple 3D sensors


• Deep learning

Journal papers:

• Agresti G., Schaefer H., Sartor P., Incesu Y., Zanuttigh P., "Unsupervised Domain Adaptation of Deep Networks for ToF Depth Refinement", IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021.

• Agresti G., Minto L., Marin G., Zanuttigh P., "Stereo and ToF Data Fusion by Learning from Synthetic Data", Information Fusion, Volume 49, September 2019, Pages 161-173

Conference proceedings:

• Agresti G., Schaefer H., Sartor P., Zanuttigh P., "Unsupervised Domain Adaptation for ToF Data Denoising with Adversarial Learning", Proceedings of the Int. Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, USA, 2019.


• Biasetton M., Michieli U., Agresti G., Zanuttigh P., "Unsupervised Domain Adaptation for Semantic Segmentation of Urban Scenes", Proceedings of the Int. Conference of Computer Vision and Pattern Recognition Workshop (CVPRW): Workshop on Autonomous Driving (WAD), Long Beach, USA, 2019.


• Agresti G., Milani S., "Material Idetification using RF Sensors and Convolutional Neural Networks", Proceedings of the International Conference on Acustic, Speech and Signal Processing (ICASSP), Brighton, UK, 2019.


• Agresti G., Zanuttigh P., "Deep Learning for Multi-Path Error Removal in ToF Sensors", Proceedings of the European Conference on Computer Vision Workshop (ECCVW): Geometry Meets Deep Learning, Munich, Germany, 2018


• Agresti G., Zanuttigh P., "Combination of Spatially-Modulated ToF and Structured Light for MPI-Free Depth Estimation", Proceedings of the European Conference on Computer Vision Workshop (ECCVW): 3D Reconstruction in the Wild, Munich, Germany, 2018


• Agresti G., Minto L., Marin G., Zanuttigh P., "Deep Learning for Confidence Information in Stereo and ToF Data Fusion", Proceedings of the International Conference on Computer Vision Workshop (ICCVW): 3D Reconstruction meets Semantics, Venice, Italy, 2017


• Milani S., Agresti G., Calvagno G., "A rate control algorithm for video coding in augmented reality applications." Picture Coding Symposium (PCS), 2016. IEEE, 2016.