← Authors

Stefano Mattoccia

29 papers · 2017–2025 · 5 conferences · across top CS/AI conferences

Achievements

🐝 Cross-Pollinator (14) πŸŒ‰ Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🧭 Keyword Pioneer 🌍 Conference Polyglot (5) πŸƒ Academic Marathon (8) πŸ—ΊοΈ Taxonomy Completionist (39) 🌈 Renaissance Researcher (5) πŸ”¬ Deep Specialist (13) 🀝 Dynamic Duo (29) πŸ† Keyword Champion (4) ⚑ Prolific Year (5) πŸ’Ž Century Club (29) πŸ—ƒοΈ Keyword Collector (85) πŸš€ Conference Pioneer πŸ”₯ Unstoppable (9)

Conferences

CVPR (11) ICCV (10) ECCV (5) WACV (2) AAAI (1)

Top co-authors

Matteo Poggi (29) Fabio Tosi (19) Filippo Aleotti (8) Luigi Di Stefano (6) Andrea Conti (5) Pierluigi Zama Ramirez (4) Luca Bartolomei (4) Valerio Cambareri (3) Samuele Salti (3) Alessio Tonioni (2)

Keywords

depth estimation (17) stereo matching (9) self-supervised learning (6) convolutional neural network (6) monocular depth (5) sparse depth (4) disparity estimation (3) optical flow (3) neural network (3) multi-view geometry (2) vision foundation model (2) depth completion (2) transparent surface (2) scene understanding (2) point cloud (2) vision transformer (2) 3d reconstruction (2) knowledge distillation (2) monocular depth estimation (2) domain adaptation (2)

Papers

CabNIR: A Benchmark for In-Vehicle Infrared Monocular Depth Estimation WACV 2025
Depth AnyEvent: A Cross-Modal Distillation Paradigm for Event-Based Monocular Depth Estimation ICCV 2025
ToF-Splatting: Dense SLAM using Sparse Time-of-Flight Depth and Multi-Frame Integration ICCV 2025
Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail CVPR 2025
Learnable Fractional Reaction-Diffusion Dynamics for Under-Display ToF Imaging and Beyond ICCV 2025
LiDAR-Event Stereo Fusion with Hallucinations ECCV 2024
Depth on Demand: Streaming Dense Depth from a Low Frame Rate Active Sensor ECCV 2024
Active Stereo Without Pattern Projector ICCV 2023
Learning Depth Estimation for Transparent and Mirror Surfaces ICCV 2023
GasMono: Geometry-Aided Self-Supervised Monocular Depth Estimation for Indoor Scenes ICCV 2023
GO-SLAM: Global Optimization for Consistent 3D Instant Reconstruction ICCV 2023
Sparsity Agnostic Depth Completion WACV 2023
CompletionFormer: Depth Completion With Convolutions and Vision Transformers CVPR 2023
RGB-Multispectral Matching: Dataset, Learning Methodology, Evaluation CVPR 2022
Open Challenges in Deep Stereo: The Booster Dataset CVPR 2022
Learning Optical Flow From Still Images CVPR 2021
Sensor-Guided Optical Flow ICCV 2021
Self-adapting confidence estimation for stereo ECCV 2020
Distilled Semantics for Comprehensive Scene Understanding from Videos CVPR 2020
On the Uncertainty of Self-Supervised Monocular Depth Estimation CVPR 2020
Reversing the cycle: self-supervised deep stereo through enhanced monocular distillation ECCV 2020
Learning End-to-End Scene Flow by Distilling Single Tasks Knowledge AAAI 2020
Learning Monocular Depth Estimation Infusing Traditional Stereo Knowledge CVPR 2019
Guided Stereo Matching CVPR 2019
Real-Time Self-Adaptive Deep Stereo CVPR 2019
Beyond local reasoning for stereo confidence estimation with deep learning ECCV 2018
Quantitative Evaluation of Confidence Measures in a Machine Learning World ICCV 2017
Learning to Predict Stereo Reliability Enforcing Local Consistency of Confidence Maps CVPR 2017
Unsupervised Adaptation for Deep Stereo ICCV 2017