Publications

📚 Top 5 Cited Authors (by me)

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📄 Top 5 Cited Papers (by me)

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⏳ Most Influential Year

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🗺️ Paper Conceptual Map

My publications plotted in 2D based on semantic embeddings of their summaries. Each point represents a paper, colored by research area. The larger is the point the more recent the publication. Hover to see summaries, click to jump to the paper in the list below.

Under Review Articles

ArXiv

MOSAIC-GS: Monocular Scene Reconstruction via Advanced Initialization for Complex Dynamic Environments

Svitlana Morkva, Michael Oechsle, Alessio Tonioni, Marco Hutter, Vaishakh Patil

ArXiv, 2026

ArXiv

RefAM: Attention Magnets for Zero-Shot Referral Segmentation

Anna Kukleva, Enis Simsar, Alessio Tonioni, Muhammad Ferjad Naeem, Federico Tombari, Jan Eric Lenssen, Bernt Schiele

ArXiv, 2026

Conference Papers

WACV

Autoregressive Styled Text Image Generation, but Make it Reliable

Carmine Zaccagnino, Fabio Quattrini, Vittorio Pippi, Silvia Cascianelli, Alessio Tonioni, Rita Cucchiara

WACV, 2025

Neurips

Training-free Online Video Step Grounding

Luca Zanella, Massimiliano Mancini, Yiming Wang, Alessio Tonioni, Elisa Ricci

Neurips, 2025

CVPR

Test-Time Visual In-Context Tuning

Jiahao Xie, Alessio Tonioni, Nathalie Rauschmayr, Federico Tombari, Bernt Schiele

CVPR, 2025

CVPR

Zero-Shot Styled Text Image Generation, but Make It Autoregressive

Vittorio Pippi, Fabio Quattrini, Silvia Cascianelli, Alessio Tonioni, Rita Cucchiara

CVPR, 2025

CVPR

Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos

Chiara Plizzari, Alessio Tonioni, Yongqin Xian, Achin Kulshrestha, Federico Tombari

CVPR, 2025

ICCV

UIP2P: Unsupervised Instruction-based Image Editing via Cycle Edit Consistency

Enis Simsar, Alessio Tonioni, Yongqin Xian, Thomas Hofmann, Federico Tombari

ICCV, 2024

CVPR

Active data curation effectively distills large-scale multimodal models

Vishaal Udandarao, Nikhil Parthasarathy, Muhammad Ferjad Naeem, Talfan Evans, Samuel Albanie, Federico Tombari, Yongqin Xian, Alessio Tonioni, Olivier J Hénaff

CVPR, 2024

ECCV

BRAVE: Broadening the visual encoding of vision-language models

Oğuzhan Fatih Kar, Alessio Tonioni, Petra Poklukar, Achin Kulshrestha, Amir Zamir, Federico Tombari

ECCV, 2024

3DV

Snap-it, Tap-it, Splat-it: Tactile-Informed 3D Gaussian Splatting for Reconstructing Challenging Surfaces

Mauro Comi, Alessio Tonioni, Max Yang, Jonathan Tremblay, Valts Blukis, Yijiong Lin, Nathan F Lepora, Laurence Aitchison

3DV, 2024

Arxive

InseRF: Text-Driven Generative Object Insertion in Neural 3D Scenes

Mohamad Shahbazi, Liesbeth Claessens, Michael Niemeyer, Edo Collins, Alessio Tonioni, Luc Van Gool, Federico Tombari

Arxive, 2024

ECCV

Text-Conditioned Resampler For Long Form Video Understanding

Bruno Korbar, Yongqin Xian, Alessio Tonioni, Andrew Zisserman, Federico Tombari

ECCV, 2023

WACV

LIME: Localized Image Editing via Attention Regularization in Diffusion Models

Enis Simsar, Alessio Tonioni, Yongqin Xian, Thomas Hofmann, Federico Tombari

WACV, 2023

3DV

TextMesh: Generation of Realistic 3D Meshes From Text Prompts

Christina Tsalicoglou, Fabian Manhardt, Alessio Tonioni, Michael Niemeyer, Federico Tombari

3DV, 2023

CVPR

NeRF-Supervised Deep Stereo

Fabio Tosi, Alessio Tonioni, Daniele De Gregorio, Matteo Poggi

CVPR, 2023

ICCV-W

NeRF-GAN Distillation for Efficient 3D-Aware Generation with Convolutions

Mohamad Shahbazi, Evangelos Ntavelis, Alessio Tonioni, Edo Collins, Danda Pani Paudel, Martin Danelljan, Luc Van Gool

ICCV-W, 2023

ICCV-W

LatentSwap3D: Semantic Edits on 3D Image GANs

Enis Simsar, Alessio Tonioni, Evin Pınar Örnek, Federico Tombari

ICCV-W, 2022

Arxive

ParGAN: Learning Real Parametrizable Transformations

Diego Martin Arroyo, Alessio Tonioni, Federico Tombari

Arxive, 2022

Arxive

LegoFormer: Transformers for Block-by-Block Multi-view 3D Reconstruction

Farid Yagubbayli, Alessio Tonioni and Federico Tombari

Arxive, 2021

Arxive

Unsupervised Novel View Synthesis from a Single Image

Pierluigi Zama Ramirez, Alessio Tonioni and Federico Tombari

Arxive, 2021

3DV

A Divide et Impera Approach for 3D Shape Reconstruction from Multiple Views

Riccardo Spezialetti, David Joseph Tan, Alessio Tonioni, Keisuke Tateno and Federico Tombari

3DV, 2020

ICCV

Learning Across Tasks and Domains

Pierluigi Zama Ramirez, Alessio Tonioni, Samuele Salti and Luigi Di Stefano

ICCV, 2019

CVPR

Real-time self-adaptive deep stereo

Alessio Tonioni, Fabio Tosi, Matteo Poggi, Stefano Mattoccia and Luigi Di Stefano

CVPR, 2019

CVPR

Learning to Adapt for Stereo

Alessio Tonioni, Oscar Rahnama, Thomas Joy, Luigi Di Stefano, Thalaiyasingam Ajanthan, and Philip HS Torr.

CVPR, 2019

IPAS

Exploiting Semantics in Adversarial Training for Image-Level Domain Adaptation

Pierluigi Zama Ramirez, Alessio Tonioni and Luigi Di Stefano

IPAS, 2018

IPAS

A deep learning pipeline for product recognition in store shelves

Alessio Tonioni, Eugenio Serra and Luigi Di Stefano.

IPAS, 2018

ICCV

Unsupervised Adaptation For Deep Stereo

Alessio Tonioni, Matteo Poggi, stefano Mattoccia and Luigi Di Stefano

ICCV, 2017

ICIAP

Product recognition in store shelves as a sub-graph isomorphism problem

Alessio Tonioni and Luigi Di Stefano

ICIAP, 2017

BMVC

Learning confidence measures in the wild

Fabio Tosi, Matteo Poggi, Alessio Tonioni, Luigi Di Stefano, & Stefano Mattoccia

BMVC, 2017

Journal Articles

RAL

TouchSDF: A DeepSDF Approach for 3D Shape Reconstruction using Vision-Based Tactile Sensing

Mauro Comi, Yijiong Lin, Alex Church, Alessio Tonioni, Laurence Aitchison, Nathan F Lepora

RAL, 2023

PR

Batch Normalization Embeddings for Deep Domain Generalization

Mattia Segù, Alessio Tonioni and Federico Tombari

PR, 2023

PAMI

Continual Adaptation for Deep Stereo

Matteo Poggi, Alessio Tonioni, Fabio Tosi, Stefano Mattoccia and Luigi Di Stefano

PAMI, 2020

TPAMI

Unsupervised Domain Adaptation for Depth Prediction from Images

Alessio Tonioni, Matteo Poggi, Stefano Mattoccia and Luigi Di Stefano

TPAMI, 2019

IEEE

Semi-Automatic Labeling for Deep Learning in Robotics

Daniele De Gregorio, Alessio Tonioni, Gianluca Palli and Luigi Di Stefano

IEEE Transactions on Automation Science and Engineering , 2019

CVIU

Domain invariant hierarchical embedding for grocery products recognition

Alessio Tonioni and Luigi Di Stefano

CVIU, 2019

IEEE

Real-Time Highly Accurate Dense Depth on a Power Budget using an FPGA-CPU Hybrid SoC

Oscar Rahnama, Tommaso Cavallari, Stuart Golodetz, Alessio Tonioni, Thomas Joy, Luigi Di Stefano, Simon Walker, and Philip HS Torr

IEEE Transactions on Circuits and Systems II: Express Briefs , 2019

IJCV

Learning to detect good 3D keypoints

Alessio Tonioni, Samuele Salti, Federico Tombari, Riccardo Spezialetti and Luigi Di Stefano

IJCV, 2018