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Fabio Tosi's Projects

3net icon 3net

Repository for "Learning monocular depth estimation with unsupervised trinocular assumptions"

lgc-tensorflow icon lgc-tensorflow

We propose to exploit nearby and farther clues available from image and disparity domains to obtain a more accurate confidence estimation. While local information is very effective for detecting high frequency patterns, it lacks insights from farther regions in the scene. On the other hand, enlarging the receptive field allows to include clues from farther regions but produces smoother uncertainty estimation, not particularly accurate when dealing with high frequency patterns. For these reasons, we propose a multi-stage cascaded network to combine the best of the two worlds.

pifu icon pifu

This repository contains the code for the paper "PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization"

pydnet icon pydnet

Repository for pydnet, IROS 2018

sfmlearner icon sfmlearner

An unsupervised learning framework for depth and ego-motion estimation from monocular videos

smd-nets icon smd-nets

SMD-Nets: Stereo Mixture Density Networks

stereonet icon stereonet

A customized implementation of the paper "StereoNet: guided hierarchical refinement for real-time edge-aware depth prediction"

unsupervised-confidence-measures icon unsupervised-confidence-measures

This strategy provides labels for training confidence measures based on machine-learning technique without ground-truth labels (BMVC 2017)

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