From the 1 of 52 linked papers with an AI index.
840 citations · 2.7k across the 42 of their papers we have counts for
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Surface Reconstruction from Range Scans Under Visibility Constraints
Gabriel Lenain, Edmond Boyer, Jean Ponce
Surface reconstruction from range scans is challenging in the presence of noise and outliers, as fidelity to observations must be balanced against sensitivity to measurement errors…
Revisiting Deformable Convolution for Depth Completion
Xinglong Sun, Jean Ponce, Yu-Xiong Wang
Depth completion, which aims to generate high-quality dense depth maps from sparse depth maps, has attracted increasing attention in recent years. Previous work usually employs RGB…
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
Adrien Bardes, Jean Ponce, Yann LeCun
Self-supervised learning of visual representations has been focusing on learning content features, which do not capture object motion or location, and focus on identifying and diff…
An Image Quality Assessment Dataset for Portraits
Nicolas Chahine, Ana-Stefania Calarasanu, Davide Garcia-Civiero +3
Year after year, the demand for ever-better smartphone photos continues to grow, in particular in the domain of portrait photography. Manufacturers thus use perceptual quality crit…
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach
Elliot Vincent, Jean Ponce, Mathieu Aubry
Improvements in Earth observation by satellites allow for imagery of ever higher temporal and spatial resolution. Leveraging this data for agricultural monitoring is key for addres…
WALDO: Future Video Synthesis using Object Layer Decomposition and Parametric Flow Prediction
Guillaume Le Moing, Jean Ponce, Cordelia Schmid
This paper presents WALDO (WArping Layer-Decomposed Objects), a novel approach to the prediction of future video frames from past ones. Individual images are decomposed into multip…