HAROOD: Human Activity Classification and Out-of-Distribution Detection with Short-Range FMCW Radar

no code implementations • 14 Dec 2023 • Sabri Mustafa Kahya, Muhammet Sami Yavuz, Eckehard Steinbach

We propose HAROOD as a short-range FMCW radar-based human activity classifier and out-of-distribution (OOD) detector.

Out-of-Distribution Detection

HOOD: Real-Time Human Presence and Out-of-Distribution Detection Using FMCW Radar

no code implementations • 24 Jul 2023 • Sabri Mustafa Kahya, Muhammet Sami Yavuz, Eckehard Steinbach

HOOD solves the human presence and OOD detection problems simultaneously in a single pipeline.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

MCROOD: Multi-Class Radar Out-Of-Distribution Detection

no code implementations • 10 Mar 2023 • Sabri Mustafa Kahya, Muhammet Sami Yavuz, Eckehard Steinbach

The simple idea is called respiration detector (RESPD) and eases the OOD detection, especially for human sitting and standing classes.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

Reconstruction-based Out-of-Distribution Detection for Short-Range FMCW Radar

no code implementations • 27 Feb 2023 • Sabri Mustafa Kahya, Muhammet Sami Yavuz, Eckehard Steinbach

Out-of-distribution (OOD) detection recently has drawn attention due to its critical role in the safe deployment of modern neural network architectures in real-world applications.

Out-of-Distribution Detection Out of Distribution (OOD) Detection