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19962026
most citedVoxelMorph: A Learning Framework for Deformable Medical Image Registration

2.2k citations

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50 papers · 1 filter

cs.CV2025

An evaluation of SVBRDF Prediction from Generative Image Models for Appearance Modeling of 3D Scenes

Alban Gauthier, Valentin Deschaintre, Alexandre Lanvin +3

Digital content creation is experiencing a profound change with the advent of deep generative models. For texturing, conditional image generators now allow the synthesis of realist…

cs.CV2024★ 3 cited

Manifold Sampling for Differentiable Uncertainty in Radiance Fields

Linjie Lyu, Ayush Tewari, Marc Habermann +4

Radiance fields are powerful and, hence, popular models for representing the appearance of complex scenes. Yet, constructing them based on image observations gives rise to ambiguit…

cs.CV2023★ 2 cited

Approaching human 3D shape perception with neurally mappable models

Thomas P. O'Connell, Tyler Bonnen, Yoni Friedman +4

Humans effortlessly infer the 3D shape of objects. What computations underlie this ability? Although various computational models have been proposed, none of them capture the human…

cs.CV2022★ 4 cited

Using Multiple Instance Learning to Build Multimodal Representations

Peiqi Wang, William M. Wells, Seth Berkowitz +2

Image-text multimodal representation learning aligns data across modalities and enables important medical applications, e.g., image classification, visual grounding, and cross-moda…

cs.CV2022

Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut

Yangtao Wang, Xi Shen, Shell Hu +3

Transformers trained with self-supervised learning using self-distillation loss (DINO) have been shown to produce attention maps that highlight salient foreground objects. In this…

cs.CV2021★ 5 cited

Updating Street Maps using Changes Detected in Satellite Imagery

Favyen Bastani, Songtao He, Satvat Jagwani +5

Accurately maintaining digital street maps is labor-intensive. To address this challenge, much work has studied automatically processing geospatial data sources such as GPS traject…