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Maria Gorlatova

2 accepted papers

2024

3D Object Detection with VI-SLAM Point Clouds: The Impact of Object and Environment Characteristics on Model Performance

ICRA 2024poster

3D object detection (OD) is a crucial element in scene understanding. However, most existing 3D OD models have been tailored to work with light detection and ranging (LiDAR) and RGB-D point cloud data, leaving their performance on commonly available visual-inertial simultaneous localization and mapp…

Cited by 1SourceScholar
2024

Reimagining Mutual Information for Enhanced Defense against Data Leakage in Collaborative Inference

NeurIPS 2024poster

Edge-cloud collaborative inference empowers resource-limited IoT devices to support deep learning applications without disclosing their raw data to the cloud server, thus protecting user's data. Nevertheless, prior research has shown that collaborative inference still results in the exposure of inpu…

Cited by 0SourcePDFScholar