Computational Microscopy Using LED Array for 3D Phase Imaging - Prof. Lei Tian
Explore advanced computational microscopy techniques using LED arrays for multimodal imaging, 3D phase reconstruction, and deep learning applications in high-resolution biological sample analysis.
Advances in Wave Imaging and Microlocal Analysis - SPACE Webinar Series
Explore wave imaging techniques, from traditional approaches to new methods, with a focus on microlocal analysis, Fourier integral operators, and neural network architectures for improved imaging.
SPACE Webinar: Imaging Techniques for Museum Painting Analysis
Explore advanced imaging techniques for analyzing painting layers, including fluorescence, X-ray, and machine learning methods for art conservation and authentication.
From Compressed Sensing to Deep Learning - Tasks, Structures and Models
Explore signal processing from compressed sensing to deep learning, covering task-based acquisition, sub-Nyquist sampling, super-resolution techniques, and hybrid algorithms combining model-based and data-driven approaches.
Hans Feichtinger- Fourier Analysis via the Banach Gelfand Triple
Explore Gabor analysis foundations using MATLAB, focusing on finite Abelian groups and matrix analysis methods. Learn to apply abstract harmonic analysis concepts to signal processing problems.
Unleashing the Power of Convolutional Neural Networks for Profiled Side-Channel Attacks
Explore cutting-edge applications of convolutional neural networks in profiled side-channel attacks, covering design principles, architecture, and data augmentation techniques.
Dynamic Robot Manipulation - Learned Optimization, Deformable Materials, and the Cloud
Explore dynamic robot manipulation through integrated planning, deep learning, and cloud computing for high-speed, reliable motions in unstructured environments.
Wavelets- A Mathematical Microscope
Explore wavelet transform for signal processing, uncovering hidden structures in data. Learn to build a wavelet toolkit, understanding its applications from hydrodynamics to neuroscience.
3D Atomic Resolution Through Dose-Efficient Fusion of Image & Analytical Technique
Explore 3D atomic structure analysis of nanomaterials using advanced quantitative TEM techniques, including parameter estimation, deep learning, and fusion of ADF STEM with EDX for heterogeneous materials.
MR Image Acquisition and Reconstruction in the Era of Deep Learning
Explore advancements in MR imaging through deep learning, optimization, and computing. Learn about faster, user-friendly techniques and new information extraction methods in medical imaging.
Accelerating Real-Time Video Analytics on a Heterogeneous CPU and FPGA Platform
Explore real-time video analytics acceleration using CPU+FPGA platforms. Learn about performance optimization, latency reduction, and cost-effective solutions for industrial applications like fraud detection and surveillance.
Big Data in Cybersecurity - Day 1 Academic Sessions
Explore offensive OSINT, multimedia cybersecurity, persistent tracking, and deep neural networks in this comprehensive academic session on cutting-edge cybersecurity topics.
Hypertension Burden and Interventions - Public Health Approach by Prabhdeep Kaur
Explore public health strategies for managing hypertension, including burden assessment and effective interventions. Learn about population-level approaches to prevent and control high blood pressure.
Prediction of Survival Analysis for Cancer Patients
Explore survival analysis prediction for cancer patients using machine learning techniques. Learn to harness computational methods for improved patient outcome forecasting and healthcare decision-making.
Differentially Private Synthetic Data Generation via Foundation Model APIs
Explore generating high-quality differentially private synthetic data using foundation model APIs, overcoming challenges and achieving state-of-the-art results without accessing model weights.
A New Experimental Setup for Collecting nRF2.4 and LoRa Devices Signatures for Machine Learning-based Device Authentication
Explore an experimental setup for collecting nRF2.4 and LoRa device signatures using software-defined radio, aimed at machine learning-based device authentication.
Building FPGA-based Machine Learning Accelerators in Python
Explore building ML accelerators on affordable FPGAs using Python-based tools. Learn about open-source and proprietary options for FPGA development and the broader silicon landscape.
Mapping the Distribution of Seagrass Meadows from Space with Deep Convolutional Neural Networks
Utilize deep convolutional neural networks to map seagrass meadow distribution from satellite imagery, advancing marine ecosystem monitoring and conservation efforts.
Real-Time Inference of Neural Networks: A Guide for DSP Engineers
Explore real-time neural network inference for DSP engineers. Learn practical steps, compare inference engines, and balance latency, performance, and stability in audio plugin development.
Banking Cybersecurity - Battling DeepFakes and AI-powered Scammers
Explore banking cybersecurity challenges, including DeepFakes and AI-powered scams. Learn strategies to protect customer data, witness a live DeepFake demo, and discover proactive measures for safeguarding financial assets.
Building FPGA-based Machine Learning Accelerators in Python
Explore building affordable FPGA-based ML accelerators using Python tools like PyTorch, ONNX, Migen, and LiteX. Learn about open-source silicon and vendor tools for cost-effective hardware development.