26 citations · 123 across the 25 of their papers we have counts for
6 papers · 1 filter
Self-Supervised Multi-Object Tracking with Cross-Input Consistency
Favyen Bastani, Songtao He, Sam Madden
In this paper, we propose a self-supervised learning procedure for training a robust multi-object tracking (MOT) model given only unlabeled video. While several self-supervisory le…
Updating Street Maps using Changes Detected in Satellite Imagery
Favyen Bastani, Songtao He, Satvat Jagwani +5
Accurately maintaining digital street maps is labor-intensive. To address this challenge, much work has studied automatically processing geospatial data sources such as GPS traject…
Beyond Road Extraction: A Dataset for Map Update using Aerial Images
Favyen Bastani, Sam Madden
The increasing availability of satellite and aerial imagery has sparked substantial interest in automatically updating street maps by processing aerial images. Until now, the commu…
MultiScope: Efficient Video Pre-processing for Exploratory Video Analytics
Favyen Bastani, Sam Madden
Performing analytics tasks over large-scale video datasets is increasingly common in a wide range of applications. These tasks generally involve object detection and tracking opera…
TagMe: GPS-Assisted Automatic Object Annotation in Videos
Songtao He, Favyen Bastani, Mohammad Alizadeh +4
Training high-accuracy object detection models requires large and diverse annotated datasets. However, creating these data-sets is time-consuming and expensive since it relies on h…
SkyQuery: An Aerial Drone Video Sensing Platform
Favyen Bastani, Songtao He, Ziwen Jiang +2
Video-based sensing from aerial drones, especially small multirotor drones, can provide rich data for numerous applications, including traffic analysis (computing traffic flow volu…