Publication

Efficient Lung Nodule Detection via 3D Deep Learning with Shifted Convolutions

Publications associées (31)

3D reconstruction of curvilinear one-dimensional objects viewed in transmission electron microscopy

To obtain a more complete understanding of material microstructure at the nanoscale and to gain profound insights into their properties, there is a growing need for more efficient and precise methods that can streamline the process of 3D imaging using a tr ...

EPFL2023

Transformer Models for Vision

Jean-Baptiste Francis Marie Juliette Cordonnier

The recent developments of deep learning cover a wide variety of tasks such as image classification, text translation, playing go, and folding proteins. All these successful methods depend on a gradient-based learning algorithm to train a model on massive ...

EPFL2023

Deep Learning for 3D Surface Modelling and Reconstruction

Benoît Alain René Guillard

In recent years, there has been a significant revolution in the field of deep learning, which has demonstrated its effectiveness in automatically capturing intricate patterns from large datasets. However, the majority of these successes in Computer Vision ...

EPFL2023

3D representation of meso-voids location and morphology within the fibrous pore space of three carbon fabrics

Véronique Michaud, Helena Luisa Teixido Pedarros

Segmented meso-voids from a tomography scan of preforms impregnated under capillary dominated conditions, combined to 3D scans of the initial prefrom dry state. ...

EPFL Infoscience2023

Brain morphometry in older adults with and without dementia using extremely rapid structural scans

Tobias Kober, Tom Hilbert

T1-weighted structural MRI is widely used to measure brain morphometry (e.g., cortical thickness and subcortical volumes). Accelerated scans as fast as one minute or less are now available but it is unclear if they are adequate for quantitative morphometry ...

ACADEMIC PRESS INC ELSEVIER SCIENCE2023

Data-driven approaches for non-invasive cuffless blood pressure monitoring

Clémentine Léa Aguet

Blood pressure (BP) is a crucial indicator of cardiovascular health. Hypertension is a common life-threatening condition and a key factor of cardiovascular diseases (CVDs). Identifying abnormal BP fluctuations can allow for early detection and management o ...

EPFL2023

Multi-site, Multi-domain Airway Tree Modeling

Jiancheng Yang, Yi Wu, Ying Zhu, Boyu Zhang

Open international challenges are becoming the de facto standard for assessing computer vision and image analysis algorithms. In recent years, new methods have extended the reach of pulmonary airway segmentation that is closer to the limit of image resolut ...

Elsevier2023

Deep Learning Generalization with Limited and Noisy Labels

Mahsa Forouzesh

Deep neural networks have become ubiquitous in today's technological landscape, finding their way in a vast array of applications. Deep supervised learning, which relies on large labeled datasets, has been particularly successful in areas such as image cla ...

EPFL2023

Integrated electronics for time-of-flight positron emission tomography photodetectors

Andrada Alexandra Muntean

Positron emission tomography is a nuclear imaging technique well known for its use in oncology for cancer diagnosis and staging. A PET scanner is a complex machine which comprises photodetectors placed in a ring configuration that detect gamma photons gen ...

EPFL2023

Efficient Lung Nodule Detection via 3D Deep Learning with Shifted Convolutions

3D reconstruction of curvilinear one-dimensional objects viewed in transmission electron microscopy

Transformer Models for Vision

Deep Learning for 3D Surface Modelling and Reconstruction

3D representation of meso-voids location and morphology within the fibrous pore space of three carbon fabrics

Brain morphometry in older adults with and without dementia using extremely rapid structural scans

Data-driven approaches for non-invasive cuffless blood pressure monitoring

Multi-site, Multi-domain Airway Tree Modeling

Deep Learning Generalization with Limited and Noisy Labels

Integrated electronics for time-of-flight positron emission tomography photodetectors

Graph Chatbot

3D reconstruction of curvilinear one-dimensional objects viewed in transmission electron microscopy

Transformer Models for Vision

Deep Learning for 3D Surface Modelling and Reconstruction

3D representation of meso-voids location and morphology within the fibrous pore space of three carbon fabrics

Brain morphometry in older adults with and without dementia using extremely rapid structural scans

Data-driven approaches for non-invasive cuffless blood pressure monitoring

Multi-site, Multi-domain Airway Tree Modeling

Deep Learning Generalization with Limited and Noisy Labels

Integrated electronics for time-of-flight positron emission tomography photodetectors

AutoSynth: Learning to Generate 3D Training Data for Object Point Cloud Registration

AutoSynth: Learning to Generate 3D Training Data for Object Point Cloud Registration