Type

Conference Proceedings

Authors

Noel E. O'Connor
Suzanne Little
Dian Zhang
Venkatesh Gurum Munirathnam
Jaime B. Fernandez

Subjects

Computer Science

Topics
automatic annotation artificial intelligence information storage and retrieval systems information retrieval semi automatic segmentation image processing machine learning interactive computer systems

Semi-automatic multi-object video annotation based on tracking, prediction and semantic segmentation (2019)

Abstract Instrumented and autonomous vehicles can generate very high volumes of video data per car per day all of which must be annotated at a high degree of granularity, detail, and accuracy. Manually or automatically annotating videos at this level and volume is not a trivial task. Manual annotation is slow and expensive while automatic annotation algorithms have shown significant improvement over the past few years. This demonstration presents an application of multi-object tracking, path prediction, and semantic segmentation approaches to facilitate the process of multi-object video annotation for enriched tracklet extraction. Currently, these three approaches are used to enhance the annotation task but more can and will be included. in the future.
Collections Ireland -> Dublin City University -> Publication Type = Conference or Workshop Item
Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Computing
Ireland -> Dublin City University -> Subject = Computer Science: Interactive computer systems
Ireland -> Dublin City University -> Subject = Computer Science: Artificial intelligence
Ireland -> Dublin City University -> Subject = Computer Science: Image processing
Ireland -> Dublin City University -> Subject = Computer Science: Information storage and retrieval systems
Ireland -> Dublin City University -> Status = Published
Ireland -> Dublin City University -> Subject = Computer Science: Information retrieval
Ireland -> Dublin City University -> Subject = Computer Science: Machine learning

Full list of authors on original publication

Noel E. O'Connor, Suzanne Little, Dian Zhang, Venkatesh Gurum Munirathnam, Jaime B. Fernandez

Experts in our system

1
Noel E. O'Connor
Dublin City University
Total Publications: 474
 
2
Suzanne Little
Dublin City University
Total Publications: 36
 
3
Dian Zhang
Dublin City University
Total Publications: 17
 
4
Venkatesh Gurum Munirathnam
Dublin City University
Total Publications: 3
 
5
Jaime B. Fernandez
Dublin City University
Total Publications: 3