Search Results for author: Amit R. Trivedi

Found 3 papers, 1 papers with code

STARNet: Sensor Trustworthiness and Anomaly Recognition via Approximated Likelihood Regret for Robust Edge Autonomy

1 code implementation20 Sep 2023 Nastaran Darabi, Sina Tayebati, Sureshkumar S., Sathya Ravi, Theja Tulabandhula, Amit R. Trivedi

In diverse test scenarios involving adverse weather and sensor malfunctions, we show that STARNet enhances prediction accuracy by approximately 10% by filtering out untrustworthy sensor streams.

Containing Analog Data Deluge at Edge through Frequency-Domain Compression in Collaborative Compute-in-Memory Networks

no code implementations20 Sep 2023 Nastaran Darabi, Amit R. Trivedi

Edge computing is a promising solution for handling high-dimensional, multispectral analog data from sensors and IoT devices for applications such as autonomous drones.

Edge-computing

Robust Monocular Localization of Drones by Adapting Domain Maps to Depth Prediction Inaccuracies

no code implementations27 Oct 2022 Priyesh Shukla, Sureshkumar S., Alex C. Stutts, Sathya Ravi, Theja Tulabandhula, Amit R. Trivedi

We present a novel monocular localization framework by jointly training deep learning-based depth prediction and Bayesian filtering-based pose reasoning.

Depth Estimation Depth Prediction +1

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