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#Image Reconstruction

Showing: 59 courses
Yale University

Image Quality Evaluation of Deep Learning Image Reconstruction and Denoising in Clinical CT

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Explore advanced techniques for assessing image quality in CT scans using deep learning, focusing on reconstruction and denoising methods for improved clinical outcomes.
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1 Lesons
28 minutes
On-Demand
Free-Video
Yale University

Modeling Prior Information to Guide Image Reconstruction in Radiation Therapy

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Explore innovative techniques for incorporating prior knowledge into image reconstruction algorithms, enhancing accuracy and efficiency in radiation therapy planning and delivery.
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1 Lesons
22 minutes
On-Demand
Free-Video
Yale University

Deep Learning Guided Reconstruction and Processing for PET, SPECT, and CT

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Explore advanced reconstruction techniques using deep learning for medical imaging modalities, enhancing image quality and diagnostic accuracy in PET, SPECT, and CT scans.
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1 Lesons
23 minutes
On-Demand
Free-Video
Yale University

AI in Molecular Imaging

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Explore AI applications in molecular imaging, focusing on deep reconstruction techniques and their impact on medical diagnostics and research.
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1 Lesons
19 minutes
On-Demand
Free-Video
Yale University

Prior Knowledge-Driven Machine Intelligence to Maximize the Potential of Low-Dose Spectral CT

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Explore machine intelligence techniques leveraging prior knowledge to enhance low-dose spectral CT imaging, maximizing its potential for improved medical diagnostics and reduced radiation exposure.
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1 Lesons
19 minutes
On-Demand
Free-Video
NPTEL

Computer Vision and Image Processing - Fundamentals and Applications

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Comprehensive exploration of computer vision and image processing, covering fundamentals, techniques, and applications. Includes image formation, enhancement, segmentation, feature extraction, machine learning, and deep learning for visual data analysis.
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42 Lesons
1 day 13 hours
On-Demand
Free-Video
GE HealthCare

Behind the Console: Scanning with AIR Recon DL - PROPELLER and 3D Cube

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Discover the benefits of MR 30 for SIGNA™ MRI scanner upgrade, featuring AIR™ Recon DL with expanded 3D and PROPELLER sequences for personalized, end-to-end clinical solutions.
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1 Lesons
14 minutes
On-Demand
Free-Video
GE HealthCare

Rapid Cardiac MR Using Highly Accelerated Deep-Learning Reconstructed Cine

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Explore highly accelerated deep-learning reconstructed cine techniques for rapid cardiac MR imaging, enhancing efficiency in radiology diagnostics.
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1 Lesons
12 minutes
On-Demand
Free-Video
The Julia Programming Language

Tomographic Image Reconstruction with Julia

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Explore Julia's capabilities for tomographic image reconstruction, focusing on large-scale inverse problems and matrix-free methods. Learn about package ecosystems for different imaging techniques.
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23 Lesons
27 minutes
On-Demand
Free-Video
DigitalSreeni

An Introduction to Autoencoders - In Python

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Learn to build and implement autoencoders in Python for image compression, reconstruction, and various applications like denoising and anomaly detection.
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7 Lesons
21 minutes
On-Demand
Free-Video
CdoGEO of Kazan Federal University

Рентгеновская компьютерная томография

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Изучите принципы и применение рентгеновской компьютерной томографии в геологии и медицине. Освойте методы анализа и интерпретации томографических данных.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Computational Imaging and Mask-Based Techniques - SPACE West Webinar

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Explore computational imaging techniques, including mask-based imaging and lensless imaging, with Prof. Salman Asif. Learn about depth reconstruction, simulation results, and practical applications.
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33 Lesons
1 hour 11 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Customized CT Workflow and Task-Driven Imaging Techniques

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Explore advanced CT imaging techniques, including customized workflows, task-driven imaging, and novel acquisition methods for improved image quality and task performance in medical diagnostics.
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31 Lesons
1 hour 18 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Hyperspectral Neutron Imaging and Tomographic Reconstruction - Challenges and Methods

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Explore advanced tomographic reconstruction techniques for neutron CT and cryoEM, focusing on challenges, model-based approaches, and applications in materials science and chemical mapping.
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36 Lesons
1 hour 18 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

SPACE Webinar: X-ray CT Scatter Modeling and Estimation

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Explore advanced X-ray CT techniques, including scatter modeling, neural networks, and minimax problems, to enhance image quality and reduce artifacts in medical imaging.
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28 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Model Error in CT Reconstruction with Uncertain View Angles

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Explore innovative methods for handling model errors in inverse problems, focusing on CT reconstruction with uncertain view angles and improving image quality through uncertainty quantification.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
MGH Martinos Center

From Data Crimes to Self-Supervised Reconstruction: Advancing AI-based MRI

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Explore AI-based MRI advancements, from data crime prevention to self-supervised reconstruction techniques, with insights from UC Berkeley's EECS expert.
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1 Lesons
48 minutes
On-Demand
Free-Video
MGH Martinos Center

Ultra-low-field MRI for Healthcare - A Future Powered by Computing?

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Explore the potential of ultra-low-field MRI in healthcare, focusing on computational advancements and future applications in medical imaging.
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1 Lesons
49 minutes
On-Demand
Free-Video
Molecular Imaging & Therapy

Noise-Bias and Contrast-Noise Analysis in Medical Imaging

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Explore key metrics and concepts in medical imaging analysis, including noise, bias, contrast, and their relationships. Gain insights into image quality assessment and reconstruction methods.
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13 Lesons
29 minutes
On-Demand
Free-Video
Conference GSI

Statistical Methods for Medical Image Processing and Reconstruction

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Explore statistical methods for medical image processing and reconstruction, from basic to advanced Bayesian approaches, across various imaging modalities.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Machine Learned Regularisation for Solving Inverse Problems

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Machine learned regularization techniques for solving inverse problems, focusing on image reconstruction from tomographic and blurred measurements. Explores data-driven approaches and discusses open mathematical challenges.
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14 Lesons
55 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Mesoscale Reconstruction of Images and Networks Using Tensor Decomposition

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Explore mesoscale reconstruction of images and networks using tensor decomposition, focusing on a unified framework, error bounds, and online CP-dictionary learning for multi-modal datasets.
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14 Lesons
50 minutes
On-Demand
Free-Video
International Mathematical Union

On Mathematical Modeling in Image Reconstruction and Beyond

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Explores connections between wavelet frame-based and PDE-based approaches in image reconstruction, linking to deep learning and computational imaging advancements.
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1 Lesons
44 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Foundations of Deep Learning and AI: Instabilities, Limitations, and Potential

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Exploring deep learning's instability, AI limitations, and potential impacts on scientific computing and medical imaging. Compares AI's current state to early 20th-century mathematics, predicting similar foundational challenges.
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25 Lesons
1 hour
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Artifact Suppression in X-ray CT Images - SIAM-IS Virtual Seminar

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Explore X-ray CT imaging, artifact suppression techniques, and recent advancements in metal and scattering artifact reduction for improved medical and industrial applications.
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24 Lesons
53 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

The Miracle of Tomography - Rothschild Lecture

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Explore the diverse applications and mathematical techniques of tomography, from medical imaging to geophysics, with Professor Peter Kuchment's comprehensive overview of this fascinating field.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
MITCBMM

Toward Brain Computer Interface - Deep Generative Models for Brain Reading

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Explore deep generative models for brain reading, covering GAN implementation, image reconstruction from brain signals, and evolving latent codes using genetic algorithms.
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12 Lesons
46 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Self-supervised Deep Learning for Image Recovery - SIAM-IS Virtual Seminar

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Self-supervised deep learning approach for image recovery, focusing on dataset-free methods. Explores Bayesian deep networks, uncertainty prediction, and applications in compressive sensing, outperforming traditional methods.
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16 Lesons
54 minutes
On-Demand
Free-Video
Runway

BigGAN and Other Generative Models

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Explore BigGAN and BigBiGAN generative models, their functionality in RunwayML, and learn about image reconstruction techniques in this informative video on advanced AI-powered image generation.
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9 Lesons
15 minutes
On-Demand
Free-Video
Yannic Kilcher

Rethinking the Truly Unsupervised Image-to-Image Translation - Paper Explained

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Explore TUNIT, a groundbreaking approach to unsupervised image-to-image translation. Learn about its innovative architecture, loss functions, and experimental results for transforming images across domains.
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11 Lesons
50 minutes
On-Demand
Free-Video
Yannic Kilcher

Deep Image Reconstruction from Human Brain Activity

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Explores innovative technique for reconstructing visual imagery from brain activity using fMRI and deep neural networks, demonstrating potential for "mind-reading" technology and insights into neural representations.
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6 Lesons
17 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Machine Learning Enhanced Compressive Hyperspectral Imaging - IPAM at UCLA

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Explore machine learning-enhanced compressive hyperspectral imaging techniques, combining optical systems and neural networks for efficient data acquisition and processing in various applications.
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18 Lesons
31 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

The Role of Data and Models for Deep-Learning Based Image Reconstruction

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Explores deep learning in image reconstruction, focusing on model scaling, data requirements, and robustness. Discusses performance under distribution shifts and strategies for improvement.
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18 Lesons
46 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Computational Imaging - Deep Learning Approaches

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Explore advanced computational imaging techniques with Jong Chul Ye from KAIST, covering innovative approaches in signal processing and image reconstruction.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Geometric Understanding of Supervised and Unsupervised Deep Learning for Biomedical Image Reconstruction

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Geometric understanding of deep learning for biomedical image reconstruction, exploring supervised and unsupervised approaches, with applications in various imaging modalities.
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18 Lesons
44 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Deep Learning-Based MR Image Reconstruction and Contrast Conversion

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Explore deep learning techniques for MR image reconstruction, parallel imaging, and contrast conversion, focusing on k-space and image space applications in medical imaging.
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23 Lesons
51 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Computational Imaging Systems and Optical Design - Webinar

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Explore computational imaging systems, diffractive optics, and neural network-based reconstruction in this advanced signal processing webinar by Prof. Wolfgang Heidrich from KAUST.
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35 Lesons
1 hour 11 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Computational Imaging Systems: From DiffuserCam to Neural Activity Tracking - Seminar 2

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Explore computational imaging systems, focusing on DiffuserCam technology and its applications in 3D neural activity tracking. Learn about challenges and solutions in image reconstruction and processing.
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31 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

3D Phase Imaging with Scattering Samples - IPAM at UCLA

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Innovative microscopy techniques for 3D phase imaging in thick, scattering samples using computational algorithms and neural networks to reconstruct refractive index maps from angle-coded illumination.
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1 Lesons
41 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Computational Microscopy: Coherent Diffractive Imaging to Electron Tomography

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Explore computational microscopy techniques from coherent diffractive imaging to atomic electron tomography with UCLA expert Jianwei Miao in this insightful presentation on cutting-edge imaging methods.
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1 Lesons
38 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics

Solving Inverse Problems With Deep Neural Networks - Robustness Included?

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Exploring robustness of deep learning in inverse problems, focusing on resilience against statistical noise and adversarial perturbations in image reconstruction tasks.
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1 Lesons
29 minutes
On-Demand
Free-Video
Paul Hand

Unlearned Neural Networks as Image Priors for Inverse Problems

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Explore unlearned neural networks as image priors for inverse problems in imaging, covering Deep Image Prior, Deep Decoder, and Deep Geometric Prior techniques and their applications.
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16 Lesons
50 minutes
On-Demand
Free-Video
Yannic Kilcher

NeurIPS 2023 Research Highlights - Circuits, Collaborative Filtering, Clustering, and Privacy

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Overview of NeurIPS 2023 poster presentations covering graph neural networks, collaborative filtering, semi-supervised learning, and privacy assessment in image reconstruction, with insights on cutting-edge machine learning research.
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5 Lesons
34 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

On and Beyond Total Variation Regularization in Imaging - The Role of Space Variance

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Exploring space-variant regularisation models for inverse imaging problems, focusing on Total Variation regularisation and its adaptive improvements for local image structures.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Stochastic Primal Dual Splitting Algorithms for Convex and Nonconvex Composite Optimization in Imaging

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Explore stochastic primal dual splitting algorithms for convex and nonconvex composite optimization in imaging, focusing on SPDFP and SVRG-PDFP methods and their applications.
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1 Lesons
49 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Convergence and Non-Convergence of Algebraic Iterative Reconstruction Methods - Imaging and Inverse Problems Seminar

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Exploring convergence issues in algebraic iterative reconstruction methods for X-ray CT, presenting theoretical results and novel approaches to address non-convergence in limited-angle and limited-data scenarios.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Less is More: Learning Signals to Learn Representations in Healthcare

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Explore advancements in machine learning for MRI reconstruction and medical imaging. Discover how less data can yield more accurate representations in healthcare applications.
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13 Lesons
40 minutes
On-Demand
Free-Video
EuroPython Conference

The Phantom of Radon

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Explore open-source Python library for image reconstruction in Axial Computed Tomography using Radon transforms. Learn about mathematical phantoms, sinograms, and reconstruction algorithms.
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13 Lesons
44 minutes
On-Demand
Free-Video
DigitalSreeni

Pre-Training U-Net Using Autoencoders - Autoencoders and Visualizing Features

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Explore autoencoders, image reconstruction, and feature visualization in deep learning models through hands-on coding examples and practical demonstrations.
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8 Lesons
28 minutes
On-Demand
Free-Video
Yannic Kilcher

SIREN - Implicit Neural Representations with Periodic Activation Functions

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Explore SIREN neural networks for representing complex signals like images and 3D shapes. Learn about their unique periodic activation functions, initialization, and applications in solving differential equations.
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13 Lesons
56 minutes
On-Demand
Free-Video
DataLearning@ICL

Divide (or Convolve) and Conquer: Data Comparison with Wiener Filters

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Explore Wiener filters for data comparison in machine learning, enhancing image reconstruction and translation robustness in various applications like compression and generative modeling.
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1 Lesons
51 minutes
On-Demand
Free-Video
Meta

New Approaches to Image and Video Reconstruction Using Deep Learning

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Explore cutting-edge deep learning techniques for image and video enhancement, including colorization and resolution improvement, using efficient PyTorch-based tools trainable on a single GPU.
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26 Lesons
46 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Advanced Computational Imaging - Chassez le Naturel, Il Revient au Galop

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Explorez les avancées en imagerie computationnelle, en mettant l'accent sur la stabilité et la fiabilité des réseaux neuronaux profonds pour la reconstruction d'images biomédicales.
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1 Lesons
37 minutes
On-Demand
Free-Video
Generative Memory Lab

Diffusion Models for Inverse Problems

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Explore advanced techniques for solving inverse problems using diffusion models, focusing on posterior sampling and manifold constraints.
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1 Lesons
42 minutes
On-Demand
Free-Video
Imperial College London

Computational Imaging for Realistic Computer Graphics and Beyond

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Explore advanced techniques in computational imaging for creating realistic graphics and expanding applications beyond traditional computer graphics.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
BIMSA

Lensless Imaging: Overview, Opportunities, and Challenges

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Explore lensless imaging advancements, principles, and applications in 3D reconstruction, discussing challenges and future opportunities in camera design and computational algorithms.
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1 Lesons
1 hour
On-Demand
Free-Video
BIMSA

Lensless Imaging: Overview, Opportunities, and Challenges

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Explore lensless imaging advancements, principles, and applications in 3D reconstruction, discussing challenges and future opportunities in camera design and computational algorithms.
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1 Lesons
1 hour
On-Demand
Free-Video
ChemicalQDevice

FDA AI/ML Radiology Approvals - Basis for Quantum Neural Network Neuroimaging

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Explore FDA approvals for AI/ML in radiology and their implications for quantum neural networks in neuroimaging. Gain insights into regulatory processes and future prospects for quantum-based medical algorithms.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

The Unfinished Epic of Discrete Tomography

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Delve into the mathematical foundations of discrete tomography through an engaging exploration of its ongoing challenges and theoretical developments in modern computational geometry.
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1 Lesons
29 minutes
On-Demand
Free-Video