Author

Raheen Junaid Wani

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Jul 2026

Lightweight Multi-Scale Anomaly Detection for Resource-Constrained Edge Devices

A Lightweight MultiScale AutoEncoder (LMSAE) network for univariate time-series anomaly detection, designed to be compact and computationally efficient, and achieves low-latency, low-power inference on the NVIDIA Jetson Nano, with 9x reduction in inference latency and 2x reduction in power consumption.

Raheen Junaid Wani, S. Sarangi · arXiv.org · 0 citations