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This video describes multimodal sensing solutions for non-line-of-sight and non-conventional human activity monitoring.
IoBT Multimodal Sensing for Human Monitoring
From Tarek Abdelzaher
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This presentation demonstrates several IoBT innovations that contribute jointly to edge efficiency.
The IoBT Hypothesis: Edge Efficiency
From Tarek Abdelzaher
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Uncertainty Analysis: The video demonstrates URSA Bench: A novel benchmarking system for neural network uncertainty, robustness, speed, and accuracy that incorporates…
IoBT URSA Bench: A Benchmarking System for…
From Tarek Abdelzaher
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Multimodal Sensing: The video demonstrates a capability for detecting survivors in busy environments remotely by detecting their vital signs using multimodal…
IoBT Vital Sign Assessment (for Survivor Triage)…
From Tarek Abdelzaher
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Multimodal Sensing: This video demonstrates a novel neural network architecture with an "alias unfolding" module that leverages sparsity to reconstruct…
IoBT Unconventional Sensing (Audio Sensing with…
From Tarek Abdelzaher
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Multimodal Sensing: This video demonstrates a range of radio-frequency-based multimodal sensing capabilities that utilize commodity radios as sensing devices for a…
IoBT Multimodal Sensing for Human Monitoring
From Tarek Abdelzaher
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Multimodal Sensing: This video illustrates an IoBT capability for exposing hidden sensors by stimulating the (potentially present) sensor to induce a detectable…
IoBT Exposing Hidden Sensors
From Tarek Abdelzaher
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Distributed Edge Analytics: This video demonstrates distributed load sharing of edge analytics via neural network partitioning among heterogeneous nodes using the…
IoBT Distributed Neural Network Partitioning with…
From Tarek Abdelzaher
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Resilience: This video demonstrates a capability for identifying when confidence in neural network outputs should be reduced because the input is somehow anomalous…
IoBT Trustworthy Machine Learning with Surprise…
From Tarek Abdelzaher
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Resilience: This video demonstrates an algorithm for risk-aware placement of computation at the distributed tactical edge. It replicates sensitive computation in a…
IoBT Risk Aware (Task) Placement
From Tarek Abdelzaher
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Resilience: This video demonstrates a resilient localization algorithm that maintains correct position estimation in the presence of compromised sensors that attempt to…
IoBT Resilient Localization
From Tarek Abdelzaher
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Efficiency: This video demonstrates IoBT rapid network synthesis algorithms that significantly improve the scalability of network synthesis by finding linear/polynomial…
IoBT Rapid Network Synthesis
From Tarek Abdelzaher
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Efficiency: This video demonstrates how multiple IoBT innovations jointly contribute significant reductions in sensor-to-decision latency by pushing AI-based analytics…
IoBT Improving Edge Efficiency
From Tarek Abdelzaher
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Efficiency: The video demonstrates a fast anomaly detection system that exploits the foundations of quickest change detection, developed in the IoBT project, to…
IoBT Fast Anomaly Detection
From Tarek Abdelzaher
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Efficiency: The video demonstrates improvements in compression of communication (between sensors and computing nodes that run downstream analytics) that exploit mission…
IoBT Compressive Offloading
From Tarek Abdelzaher
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IoBT Resilient Publish-Subscribe Architecture 16 of 18
IoBT Resilient Publish-Subscribe Architecture
Experimentation Infrastructure: This video describes a resilient publish-subscribe protocol implementation for the IoBT testbed.IoBT Resilient Publish-Subscribe Architecture
From Tarek Abdelzaher
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Experimentation Infrastructure: This video demonstrates a sensing platform for IoBT multimodal sensing experiments.
IoBT Multimodal Data Collection Platform
From Tarek Abdelzaher
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Experimentation Infrastructure: This video describes the MSA experimental facility used by IoBT.
IoBT Multi-Sensor Array (MSA) Testbed
From Tarek Abdelzaher
14 plays 0
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