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Ilia Karmanov

2 accepted papers

2021

Modality-Agnostic Topology Aware Localization

NeurIPS 2021poster

This work presents a data-driven approach for the indoor localization of an observer on a 2D topological map of the environment. State-of-the-art techniques may yield accurate estimates only when they are tailor-made for a specific data modality like camera-based system that prevents their applicabi…

Cited by 9SourcePDFScholar
2021

Motion-Augmented Self-Training for Video Recognition at Smaller Scale

ICCV 2021poster

The goal of this paper is to self-train a 3D convolutional neural network on an unlabeled video collection for deployment on small-scale video collections. As smaller video datasets benefit more from motion than appearance, we strive to train our network using optical flow, but avoid its computation…

Cited by 24PDFScholar