Requirements Analysis & System Design
Requirements Analysis & System Design
A Database and Evaluation Methodology for Optical Flow
International Journal of Computer Vision
KinectFusion: real-time dynamic 3D surface reconstruction and interaction
ACM SIGGRAPH 2011 Talks
Are we ready for autonomous driving? The KITTI vision benchmark suite
CVPR '12 Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
A naturalistic open source movie for optical flow evaluation
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
| Hi-index | 0.00 |
Ground truth or reference data is the basis for performance analysis in computer vision and image processing. This paper summarizes design considerations for ground truth acquisition with a focus on accuracy and cost of different approaches. I argue that first and foremost, requirements engineering needs to be carried out and it needs to be decided whether quantitative performance analysis is beneficial to the field of research at all. Three categories of reference data are presented. Examples for each approach are given and advantages and downsides discussed. Finally, open issues are briefly summarized.