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Sachini Herath

4 accepted papers

2022

Single User WiFi Structure from Motion in the Wild

ICRA 2022poster

This paper proposes a novel motion estimation algorithm using WiFi networks and IMU sensor data in large uncontrolled environments, dubbed “WiFi Structure-from-Motion” (WiFi SfM). Given smartphone sensor data through day-to-day activities from a single user over a month, our WiFi SfM algorithm estim…

Cited by 4SourceScholar
2021

Fusion-DHL: WiFi, IMU, and Floorplan Fusion for Dense History of Locations in Indoor Environments

ICRA 2021poster

The paper proposes a multi-modal sensor fusion algorithm that fuses WiFi, IMU, and floorplan information to infer an accurate and dense location history in indoor environments. The algorithm uses 1) an inertial navigation algorithm to estimate a relative motion trajectory from IMU sensor data; 2) a…

Cited by 29SourcecodeScholar
2020

RoNIN: Robust Neural Inertial Navigation in the Wild: Benchmark, Evaluations, & New Methods

ICRA 2020poster

This paper sets a new foundation for data-driven inertial navigation research, where the task is the estimation of horizontal positions and heading direction of a moving subject from a sequence of IMU sensor measurements from a phone. In contrast to existing methods, our method can handle varying ph…

Cited by 311SourceScholar