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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: 3/12/2023
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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
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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
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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
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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
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Inventor(s): Richard Martin, Santosh Nagarakatte, Mohammadreza Soltaniyeh
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning
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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: 11/8/2022
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Inventor(s): Aliasghar Arab, Jingang Yi
Keywords(s):
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning
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Correcting Flawed Photograph Effects in Captured Medical Images
Background:
Ultrasound and other medical imaging devices scan biological structures or tissues of a patient to aid in the diagnosis of serious illnesses such as cancer. Clarity and poor quality of scanned images due to conditions associated with the patient at time of image capture, or the skill of the technician capturing the scanned image can lead...
Published: 12/2/2022
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Inventor(s): Richard Mammone, Christine Podilchuk
Keywords(s): Digital Health, Imaging
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Diagnostics, Technology Classifications > Medical Imaging
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Correcting Image Distortion in Captured Medical Images
Background:
There are many instances where quick and easy interpretation of a medical images, such as an x-ray, CT scan, MRI or ultrasound is useful. In these instances, the digital transfer of medical images between systems, providers, or users is difficult and time consuming due to the lack of interoperability of software protocols between imaging...
Published: 12/2/2022
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Inventor(s): Richard Mammone, Christine Podilchuk
Keywords(s): Digital Health, Imaging
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Medical Imaging, Technology Classifications > Diagnostics
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Heat Map Medical Image Diagnostic
Background:
Ultrasound and other medical imaging devices scan biological structures or tissues of a patient to aid in the diagnosis of serious illnesses such as cancer. Often, clarity and quality of scanned images are suspect due to conditions associated with the patient or the skill of the technician capturing the scanned image and can lead to incorrect...
Published: 6/15/2022
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Inventor(s): Richard Mammone
Keywords(s): Digital Health, Imaging
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Diagnostics, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Healthcare & Life Sciences, Technology Classifications > Medical Imaging
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Correcting Image Artifacts in Medical Images
Background:
Ultrasound and other medical imaging technologies remove noise from scanned images by combining the scanned images in an averaging process that reduces and/or eliminates noise inherent in an imaging session. An artifact of the averaging process is blurring effects introduced to the resulting image which diminish the chances of a correct...
Published: 12/2/2022
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Inventor(s): Richard Mammone, Christine Podilchuk
Keywords(s): Digital Health, Imaging
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Medical Imaging, Technology Classifications > Diagnostics, Technology Classifications > Healthcare & Life Sciences
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Suspicious Object Detection in Medical Images
Background:
Ultrasound and other medical imaging devices generate images by scanning biological structures and/or tissues of patients. These images aid in the diagnosis of serious illnesses such as cancer. Issues such poor quality and clarity of scanned images or conditions associated with the patient during scans or skill of the technician can...
Published: 12/2/2022
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Inventor(s): Richard Mammone, Christine Podilchuk
Keywords(s): Digital Health, Imaging
Category(s): Technology Classifications > Software & Copyright, Technology Classifications > Software & Algorithms, Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Diagnostics, Technology Classifications > Medical Imaging, Technology Classifications > Healthcare & Life Sciences
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A Deep Learning Approach for Channel Prediction in Mobile Relay
Invention Summary:
Optimal positioning of mobile relays is critical to relay motion control in mobile relay beamforming networks. It requires Channel State Information (CSI) of the potential positions to predict the channel state, which is hard to obtain in a spatiotemporally variable channel.
Rutgers researchers have developed novel deep...
Published: 5/9/2022
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Inventor(s): Athina Petropulu, Spilios Evmorfos
Keywords(s): Wireless
Category(s): Technology Classifications > Artificial Intelligence & Machine Learning, Technology Classifications > Software & Algorithms, Technology Classifications > Telecommunications & Networking, Technology Classifications > Physical Sciences & Engineering, Technology Classifications > Software & Copyright
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