Publications

You can also find my articles on my Google Scholar profile.

CrossLoc3D: Aerial-Ground Cross-Source 3D Place Recognition

CrossLoc3D: Aerial-Ground Cross-Source 3D Place Recognition

Tianrui Guan, Aswath Muthuselvam, Montana Hoover, Xijun Wang, Jing Liang, Adarsh Jagan Sathyamoorthy, Damon Conover, Dinesh Manocha

ICCV 2023

First, we present a cross-source point cloud dataset, which consists of ground-truth global point clouds in UTM coordinates generated from an aerial map, and query point clouds captured from Spot and Husky robots. Second, we show a novel architecture to localize the query point cloud in the ground-truth point cloud.

Advanced Machine Learning Framework for Efficient Plant Disease Prediction

Aswath Muthuselvam, S. Sowdeshwar, M. Saravanan, Satheesh K. Perepu

5th Asia Conference on Machine Learning and Computing (ACMLC 2022), IEEE

A smart-agriculture platform where farmers get help with plant diseases from the community. Deep learning identifies the disease from a photo of the affected plant, NLP ranks the solutions posted by the community on a Twitter-based message channel, and a concept-drift approach adapts the recommended solution to changing conditions.

Real-Time Pothole Detection with Onboard Sensors and Camera on Vehicles

Real-Time Pothole Detection with Onboard Sensors and Camera on Vehicles

Aswath Muthuselvam, Jeevak Raj S, Mohanaprasad K

Lecture Notes in Electrical Engineering (LNEE), vol. 792, Springer, 2022

Detecting potholes in real time with a vehicle’s onboard sensors and camera, so the data can be used to manage road repairs at scale. An SVM classifier reached 98.1% accuracy on data collected over about 2 km of local road with 26 potholes.