Search Results - data+processing%2fanalysis

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Robust Adaptive Modular Perception System

VAlue proposition Neural network-based algorithms have advanced the state-of-the-art in many perception-related tasks such as detection, tracking, and prediction, which are critically important for autonomous vehicles, ADAS, and other related technologies. However, integrating disparate neural network-based algorithms together can be challenging due...
Published: 1/31/2025   |   Inventor(s): Daniel Kent, Hayder Radha, Dominic Mazza
Keywords(s):   Category(s): Computer Software, Control Systems, Data Processing/Analysis, Mobility

Generalizable approach to reducing data volume and quality while retaining application performance

VALUE PROPOSITION In machine learning and related applications resource reduction allows for lower economic, energetic, and data costs, which in turn (1) increase the scale of sensing and connected system deployment and (2) allow for more applications to operate on a fixed resource budget. Machine learning applications, particularly for constrained...
Published: 1/30/2025   |   Inventor(s): Joshua Siegel, Tashfain Ahmed
Keywords(s):   Category(s): Computer Software, Data Processing/Analysis, Informatics

Self-Supervised Method and System for Removing Smeared Points

VALUE PROPOSITION Computer vision is roughly composed of three phases: image acquisition, image processing, and image analysis/understanding. During the phase of image acquisition, depth sensors are used to gather digital information about the scene being observed, usually requiring post-processing of data to transform it into a useable form. This...
Published: 8/13/2024   |   Inventor(s): Daniel Morris, Miaowei Wang
Keywords(s):   Category(s): Computer Software, Data Processing/Analysis, Transportation

A Novel Framework for Lidar-Camera Fusion

VALUE PROPOSITION Motion-Capture, the essence of any autonomous vehicle application is the process of recording and following the movement of objects and people. The use of this 3D-based object detection enables better spatial planning and object avoidance than its 2D counterparts. 2D object detection systems often lack sufficient video resolution...
Published: 12/6/2024   |   Inventor(s): Su Pang, Daniel Morris, Hayder Radha
Keywords(s):   Category(s): Computer Software, Control Systems, Data Processing/Analysis, Transportation

Random Finite Set based Tracking for 2D/3D Object Detection

VALUE PROPOSITION Multi object tracking is critical in enabling an autonomous vehicle to perceive and maneuver its environment. Three common flaws in multi-object tracking detection is (1) uncertainty in the number of objects, (2) uncertainty regarding when and where the objects may appear and disappear and (3) uncertainty in objects states. A Random...
Published: 6/25/2024   |   Inventor(s): Hayder Radha, Su Pang
Keywords(s):   Category(s): Computer Software, Control Systems, Data Processing/Analysis, Transportation

Camera-LiDAR Fusion for 3D Object Detection

VALUE PROPOSITION When compared to single modality approaches, fusion based object detection methods often require more complex models to integrate heterogeneous sensor data and use more GPU memory and computational resources. This is particularly true for camera-LiDAR based multimodal fusion, which may require three separate deep-learning networks...
Published: 6/20/2024   |   Inventor(s): Su Pang, Daniel Morris, Hayder Radha
Keywords(s):   Category(s): Computer Software, Data Processing/Analysis, Control Systems, Transportation

Monocular 3D Object Detection

­VALUE PROPOSITION This technology is a novel end-to-end trainable Grouped Mathematical Differentiable NMS (GrooMed-NMS) for monocular 3D object detection. INTRODUCTION Modern 3D object detection methods have immensely benefitted from the end-to-end learning idea. However, most of them use a post-processing algorithm called Non-Maximal Suppression...
Published: 6/25/2024   |   Inventor(s): Xiaoming Liu, Abhinav Kumar, Garrick Brazil
Keywords(s):   Category(s): Computer Software, Data Processing/Analysis

LIDAR AND CAMERA CALIBRATION USING MOUNTED SPHERE

VALUE PROPOSITION Combing data from multiple sensors has become an increasingly important part of robotic and autonomous systems. Cameras and lidars generate data that can be combined to improve overall accuracy. To have sensor fusion, precise extrinsic calibration between the sensors must be known. When sensors are adjusted or accidently shifted,...
Published: 6/25/2024   |   Inventor(s): Daniel Morris, Jiajia Li, Hayder Radha
Keywords(s):   Category(s): Computer Software, Data Processing/Analysis

Development of an artificial intelligence analysis method for magnetic particle imaging using a machine learning algorithm

iNTRODUCTION A magnetic particle imaging (MPI) device uses a changing magnetic field to cause superparamagnetic iron oxide (SPIO) nanoparticles to produce a signal upon exposure. The MPI device then detects these signals and produces a high contrast image. These images are useful in tracking SPIO throughout the body. This is useful in tracking transplanted...
Published: 6/25/2024   |   Inventor(s): Ping Wang, Hasaan Hayat, Jinda Fan
Keywords(s):   Category(s): Medical, Computer Software, Data Processing/Analysis

Tracking of Human-Object Interactions

Executive SummaryUnderstanding how people interact with objects such as consumer products or tools is useful for the development of improvements, the creation of future products, and ensuring safety. Continuously monitoring these interactions is challenging, however, particularly when sensors such as video monitors are impractical or unwanted. This...
Published: 8/20/2022   |   Inventor(s): Jeffrey Nanzer, Steve Bush, Faiz Sherman
Keywords(s):   Category(s): Data Processing/Analysis, Devices
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