Coresets for visual summarization with applications to loop closure
In continuously operating robotic systems, efficient representation of the previously seen camera feed is crucial. Using a highly efficient compression coreset method, we formulate a new method for hierarchical retrieval of frames from large video streams collected online by a moving robot. We demon...
Main Authors: | Volkov, Mikhail, Rosman, Guy, Feldman, Dan, Fisher III, John W., Rus, Daniela L. |
---|---|
Other Authors: | Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory |
Format: | Article |
Language: | en_US |
Published: |
Institute of Electrical and Electronics Engineers (IEEE)
2016
|
Online Access: | http://hdl.handle.net/1721.1/101027 https://orcid.org/0000-0003-4844-3495 https://orcid.org/0000-0001-5473-3566 https://orcid.org/0000-0001-9632-754X https://orcid.org/0000-0002-9334-1706 |
Similar Items
-
Coresets for k-Segmentation of Streaming Data
by: Rosman, Guy, et al.
Published: (2016) -
Dimensionality reduction of massive sparse datasets using coresets
by: Rus, Daniela, et al.
Published: (2021) -
Visual precis generation using coresets
by: Paul, Rohan, et al.
Published: (2016) -
Machine learning and coresets for automated real-time data segmentation and summarization
by: Volkov, Mikhail, Ph. D. Massachusetts Institute of Technology
Published: (2017) -
Hybrid control and learning with coresets for autonomous vehicles
by: Rosman, Guy, et al.
Published: (2021)