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Julien N. P. Martel

3 accepted papers

2022

Amortized Inference for Heterogeneous Reconstruction in Cryo-EM

NeurIPS 2022accept

Cryo-electron microscopy (cryo-EM) is an imaging modality that provides unique insights into the dynamics of proteins and other building blocks of life. The algorithmic challenge of jointly estimating the poses, 3D structure, and conformational heterogeneity of a biomolecule from millions of noisy a…

Cited by 43SourcePDFScholar
2021

AutoInt: Automatic Integration for Fast Neural Volume Rendering

CVPR 2021poster

Numerical integration is a foundational technique in scientific computing and is at the core of many computer vision applications. Among these applications, neural volume rendering has recently been proposed as a new paradigm for view synthesis, achieving photorealistic image quality. However, a fun…

Cited by 281PDFcodeScholar
2021

Time-Multiplexed Coded Aperture Imaging: Learned Coded Aperture and Pixel Exposures for Compressive Imaging Systems

ICCV 2021poster

Compressive imaging using coded apertures (CA) is a powerful technique that can be used to recover depth, light fields, hyperspectral images and other quantities from a single snapshot. The performance of compressive imaging systems based on CAs mostly depends on two factors: the properties of the m…

Cited by 37PDFScholar