Diverse Data and Efficient Algorithms for Robot Learning
Explore diverse data collection and efficient algorithms for robot learning, focusing on large-scale approaches and reinforcement learning for deformable object manipulation.
Data Augmentation for Image-Based Reinforcement Learning
Explores data augmentation techniques for image-based reinforcement learning, presenting a model-free algorithm and a self-supervised framework for visual continuous control tasks, achieving state-of-the-art results.
On Building General, Zero-Shot Robot Policies - EI Seminar
Explore the development of zero-shot robot policies for real-world tasks. Gain insights into Robot Utility Models (RUMs) and their ability to generalize to new environments without finetuning, achieving 90% success in novel settings.
Image Quality Evaluation of Deep Learning Image Reconstruction and Denoising in Clinical CT
Explore advanced techniques for assessing image quality in CT scans using deep learning, focusing on reconstruction and denoising methods for improved clinical outcomes.
Modeling Prior Information to Guide Image Reconstruction in Radiation Therapy
Explore innovative techniques for incorporating prior knowledge into image reconstruction algorithms, enhancing accuracy and efficiency in radiation therapy planning and delivery.
Deep Learning Guided Reconstruction and Processing for PET, SPECT, and CT
Explore advanced reconstruction techniques using deep learning for medical imaging modalities, enhancing image quality and diagnostic accuracy in PET, SPECT, and CT scans.
Deep Learning for CT Reconstruction – Image Denoising and Beyond
Explore advanced deep learning techniques for CT image reconstruction, focusing on denoising methods and innovative approaches to enhance medical imaging quality.
AI-Based PET Image Enhancement
Explore cutting-edge AI techniques for enhancing PET imaging quality and resolution, improving diagnostic accuracy in medical imaging applications.
AI in Molecular Imaging
Explore AI applications in molecular imaging, focusing on deep reconstruction techniques and their impact on medical diagnostics and research.
Prior Knowledge-Driven Machine Intelligence to Maximize the Potential of Low-Dose Spectral CT
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.
Lessons From the Regulatory Process for Medical Software for Image Analysis and AI
Explore regulatory processes for medical software and AI in image analysis, addressing challenges in AI/ML research and proposing improvements based on regulated software development practices.
Digital Wellbeing and Online Learning in Education - Graduate Information Session
Explore strategies for positive digital citizenship, managing online interactions, and integrating digital resources in education. Gain insights on digital wellbeing and addressing challenges in online learning.
Learning To See
In this series, we'll explore the complex landscape of machine learning and artificial intelligence through one example from the field of computer vision: using a decision tree to count the number of fingers in an image. It's gonna be crazy.
Robotics
This course deals with topics in robotics: technologies in robotics, its parallel and grippers manipulators, sensors, trajectory planning, velocity analysis, image processing, forward position control, and dynamic analysis of robotics.
Neural Networks
This playlist has everything you need to know about Neural Networks, from the basics, all the way to image classification with Convolutional Neural Networks.
Advanced Digital Signal Processing - Multirate and Wavelets
Explore advanced digital signal processing concepts, focusing on multirate systems and wavelets. Learn about filter banks, time-frequency analysis, and various wavelet transforms with practical applications.
Gatsby Tutorial
In this Gatsby tutorial series we'll learn Gatsby from the ground up to create a dynamic, multi-page Gatsby portfolio website. We'll learn about SSG, GraphQL, Pages, Routes, Plugins and much more.
Computer Vision
Explore machine learning and computer vision fundamentals, advanced neural network architectures, and applications in object detection and semantic segmentation.
When Computers Look at Art
Explore how AI and computer vision revolutionize art analysis, offering new insights into paintings' style, meaning, and historical context while addressing challenges in image understanding.
Fun Research in Computer Vision and Robotics
Explore computer vision and robotics research, from face analysis to smart headlights, with insights on making research fun and productive using the "Think like an amateur, do as an expert" approach.
Imitation vs Innovation: Large Language and Image Models as Cultural Technologies
Explore the impact of large language and image models as cultural technologies, examining the balance between imitation and innovation in AI development.