Search Results - sameeksha+katoch

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Audio Source Separation via Multi-Scale Learning with Dilated Dense U-Nets
Background Audio source separation refers to the process of extracting constituent sources from a given audio mixture. Despite being a critical component of audio enhancement and retrieval systems, the task of source separation is severely challenged by variabilities in acoustic conditions and the highly ill-posed nature of this inverse problem. A...
Published: 2/23/2023   |   Inventor(s): Vivek Sivaraman Narayanaswamy, Sameeksha Katoch, Jayaraman Thiagarajan, Andreas Spanias
Keywords(s): Networks, IT, Software and Communication
Category(s): Computing & Information Technology, Physical Science, Intelligence & Security
Adaptive Video Subsampling for Energy-Efficient Object Detection
Background A critical performance requirement for embedded computer vision is energy-efficiency in order to preserve battery life for mobile and autonomous platforms. In particular, the image sensor and readout can take up a significant amount of energy in a computer vision pipeline, particularly if the sensor is capturing and processing video data...
Published: 2/23/2023   |   Inventor(s): Suren Jayasuriya, Sameeksha Katoch, Pavan Turaga, Andreas Spanias, Divya Mohan
Keywords(s):  
Category(s): Physical Science, Computing & Information Technology, Energy & Power, Imaging, Intelligence & Security
Shading Prediction Methods for Solar Arrays Using New Vision and Machine Learning Methods
Background Despite the upward trends in the solar array industry, adoption of solar technology by main power grids has been challenged by environmental fluctuations. In particular, the shading of arrays caused by cloud cover leads to inconsistent and thus unreliable energy generation. However, effective sensing and characterization of cloud movements...
Published: 2/23/2023   |   Inventor(s): Sameeksha Katoch, Pavan Turaga, Andreas Spanias, Cihan Tepedelenlioglu
Keywords(s): Networks, IT, Software and Communication
Category(s): Physical Science, Alternative Energy, Computing & Information Technology, Energy & Power, Wireless & Networking, Environmental, Imaging