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Decentralized, Privacy-preserving Navigation Recommendation System
se; } ​ The recommendation system provides a proactive and personalized route for a user’s movement indoors or outdoors. Invention Summary: Contact tracing has been shown to be an effective disease control measure and a key strategy for preventing further spread of the COVID-19 pandemic. However, smartphone contact tracing tools have...
Published: 2/8/2024   |   Inventor(s): Dario Pompili, Saman Aliari Zonouz, Vidyasagar Sadhu
Keywords(s): Wireless
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences
Communication-efficient Federated Learning NG-RAN Design with Fronthaul Awareness
​ ​ Fig. 1: Structure of federated learning-based NG-RAN algorithm. Invention Summary: Mobile network operators are faced with meeting demands beyond 5G networks, such as opening/virtualizing radio access network (RAN) layers, maintaining privacy, and achieving ultra-low latencies, high data rates, and low operational expenses for data transmission....
Published: 1/29/2024   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking
Two-Way Knowledge Distillation for Federated Learning
​ The workflow of the Fed2KD framework. Red arrows indicate the knowledge distillation direction. Invention Summary: Current contact tracing reporting platforms for infectious diseases are limited by their reactive nature, centralized approach, use of GPS, and privacy risk due to exchange of user data. Existing federated learning (FL) frameworks...
Published: 2/20/2024   |   Inventor(s): Dario Pompili, Chuanneng Sun
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > COVID-19, Technology Classifications > Software & Algorithms
A Method for Secure and Privacy-Preserving Feature Encoding to Enable Federated Data Augmentation and Input Validation
­ 2-step overview of the method Invention Summary: Predictive analytics are essential for optimizing industrial processes, but distributed sensitive data lacks generalizability, suffers from bias, and can't be gathered centrally. Although federated learning and privacy-preserving methods solve data mining problems, they face scalability...
Published: 1/24/2024   |   Inventor(s): Jaideep Vaidya, Hafiz Asif, Xinyue Wang, Sitao Min
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Face Recognition of Low-resolution Images Based on Feature Super Resolution Method
​ Invention Summary: Face recognition is a highly active research area due to increasing security and commercial demands. However, recognition of low-resolution (LR) images in surveillance systems remains a challenge. Rutgers researchers proposed an improved CNN network that utilizes pre-trained ResNet as the backbone for recognizing both...
Published: 10/12/2023   |   Inventor(s): Lingyi Xu, Zoran Gajic
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms
Method to Detect Suspicious In-Baggage Object Using Commodity WiFi
​ ​ An illustration of the system developed to use WiFi signal to detect objects of different materials. Invention Summary: To help keep consumers safe, airports and many facilities deploy different kinds of screening equipment to scan baggage and other items. Traditional in-baggage suspicious object detection involves either manual examination...
Published: 5/17/2023   |   Inventor(s): Yingying Chen, Chen Wang, Jian Liu, Hongbo Liu, Yan Wang
Keywords(s): Electronics, Sensors & Probes, Wireless
Category(s): Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Telecommunications & Networking, Technology Classifications > Artificial Intelligence & Machine Learning
SYNTHETIC DATA GENERATION WHILE PRESERVING OBSERVABLE AND MISSING DATA DISTRIBUTIONS
­ Model illustrating synthetic data generation Invention Summary: Developers and analysts often require large, accurately labeled datasets when training AI models, though it can be unrealistically time-consuming and expensive, and in many cases impossible due to privacy and confidentiality, to obtain real-world datasets. Algorithms...
Published: 8/8/2023   |   Inventor(s): Jaideep Vaidya, Hafiz Asif, Xinyue Wang
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Software & Copyright
Tracking Facial Features Using Cluster of Point Distribution Models
Invention Summary: There is a need to address automobile driver alertness and driver fatigue aiding towards safe driving solutions. There is also a demand for higher levels of security to combat any threats to safety of our homes or our nation. Rutgers researchers have developed a technology for real-time tracking of facial feature shapes, and...
Published: 2/28/2023   |   Inventor(s): Dimitris Metaxas, Atul Kanaujia
Keywords(s):  
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Medical Imaging, Technology Classifications > Healthcare & Life Sciences
Method and Apparatus to Accelerate Convolutional Neural Networks
­ ​ The overall architecture of the accelerator with the Im2Col unit and a systolic array based GEMM unit Invention Summary: Neural network is widely used in numerous domains such as video processing, speech recognition, and natural language processing. It includes the training phase which is performed in the cloud or on a larger cluster...
Published: 11/9/2022   |   Inventor(s): Richard Martin, Santosh Nagarakatte, Mohammadreza Soltaniyeh
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning
Safe Autonomous Emergency Maneuvering Feature for Self-Driving Cars
Autonomous scaled vehicle platform​ Invention Summary: Extreme driving maneuvers performed by professional car drivers can potentially be used as active safety features for passenger vehicles under emergency situations. Control design of these extreme driving strategies is challenging since these extreme driving operations usually occur at...
Published: 5/31/2023   |   Inventor(s): Aliasghar Arab, Jingang Yi
Keywords(s):  
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning
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