Search Results - lakshmi+kavya+kalyanam

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Multi-parametric Acoustic, Optical and Mechanical Imaging of Cervical Tissue Insufficiencies to Predict Preterm Birth
An enhanced image-guidance system that integrates ultrasound and photoacoustic into existing ablation systems to provide an enhanced image-guidance system for identification of cervical tissue changes during pregnancy and postpartum. Technology Summary Preterm delivery is a main cause of perinatal morbidity and mortality worldwide, which is associated...
Published: 10/1/2025   |   Inventor(s): Mohammad Mehrmohammadi, Sonia Hassan, Edgar Hernandez-Andrade, Yan Yan, Maryam Basij
Keywords(s): Driving Lifelong Health
Category(s): Technology Category > Women's Health, Technology Category > Medical Devices, Technology Category > Life Science, Technology Category > Imaging, Technology Category > Acoustics
Layer-Wise Filter Thresholding
Advantages Layer-Specific Dynamic Thresholding High Compression with Accuracy Preservation No Retraining Required Profiling-Driven Pruning Strategy Edge-Device Friendly Architecture Summary Deploying AI on IoT edge devices is limited by the high computational and memory demands of traditional convolutional neural networks (CNNs). These constraints...
Published: 10/14/2025   |   Inventor(s): Srinivas Katkoori, Lakshmi Kavya Kalyanam
Keywords(s): Artificial Intelligence, Internet of Things / IoT
Category(s): Technology Classifications > Computer Science > Computers Software & Information Technology, Technology Classifications > Computer Science > Algorithms, Technology Classifications > Computer Science > Datasets
Automated Hidden Neuron Optimization for MLPs
Advantages: Maximizes accuracy with fewer neurons through automated, adaptive neural network tuning Reduces data size by over 80% using advanced hybrid feature selection Ensures scalable, overfitting-resistant models with cross-validation and early stopping built-in Summary: Determining the optimal number of hidden neurons in Multilayer Perceptrons...
Published: 10/14/2025   |   Inventor(s): Srinivas Katkoori, Susmitha Boyidapu, Lakshmi Kavya Kalyanam
Keywords(s): Artificial Intelligence, Datasets, Machine Learning
Category(s): Technology Classifications > Computer Science > Algorithms, Technology Classifications > Computer Science > Datasets
Unstructured Pruning for Multi-Layer Perceptrons with Tanh Activation
Advantages: Reduces neuron count by 72% (breast cancer) and 36.8% (MNIST) for efficiency Maintains high accuracy with only 5.25% average loss for MNIST dataset pruning Optimized for IoT and edge computing by reducing computational and memory needs Uses mean-based pruning for tanh activation to enhance model performance efficiently Summary: Modern...
Published: 10/14/2025   |   Inventor(s): Srinivas Katkoori, Lakshmi Kavya Kalyanam
Keywords(s): Machine Learning
Category(s): Technology Classifications > Computer Science > Network Systems, Technology Classifications > Data/AI > Cybersecurity - Data/AI