Search Results for author: Vivek Roy

Found 4 papers, 0 papers with code

Learnable Spatio-Temporal Map Embeddings for Deep Inertial Localization

no code implementations14 Nov 2022 Dennis Melamed, Karnik Ram, Vivek Roy, Kris Kitani

To address the robustness problem in map utilization, we propose a data-driven prior on possible user locations in a map by combining learned spatial map embeddings and temporal odometry embeddings.

Indoor Localization

DeepBLE: Generalizing RSSI-based Localization Across Different Devices

no code implementations27 Feb 2021 Harsh Agarwal, Navyata Sanghvi, Vivek Roy, Kris Kitani

Accurate smartphone localization (< 1-meter error) for indoor navigation using only RSSI received from a set of BLE beacons remains a challenging problem, due to the inherent noise of RSSI measurements.

Few-Shot Learning with Intra-Class Knowledge Transfer

no code implementations22 Aug 2020 Vivek Roy, Yan Xu, Yu-Xiong Wang, Kris Kitani, Ruslan Salakhutdinov, Martial Hebert

Recent works have proposed to solve this task by augmenting the training data of the few-shot classes using generative models with the few-shot training samples as the seeds.

Few-Shot Learning Transfer Learning

Estimating 3D Camera Pose from 2D Pedestrian Trajectories

no code implementations12 Dec 2019 Yan Xu, Vivek Roy, Kris Kitani

We propose an alternative strategy for extracting 3D information to solve for camera pose by using pedestrian trajectories.

Pose Estimation

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