TR2009-019
A New Method for Tracking Performance Evaluation Based On A Reflective Model and Perturbation Analysis
-
- "A New Method for Tracking Performance Evaluation Based on a Reflective Model and Perturbation Analysis", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2009.BibTeX TR2009-019 PDF
- @inproceedings{Pan2009apr,
- author = {Pan, P. and Porikli, F. and Schonfeld, D.},
- title = {A New Method for Tracking Performance Evaluation Based on a Reflective Model and Perturbation Analysis},
- booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
- year = 2009,
- month = apr,
- url = {https://www.merl.com/publications/TR2009-019}
- }
,
- "A New Method for Tracking Performance Evaluation Based on a Reflective Model and Perturbation Analysis", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), April 2009.
-
Research Areas:
Abstract:
In this paper, we present a novel methodology for tracking performance evaluation. Considering the continuity of the image sequences in a video, we define a new measurement called tracking difficulty which incorporates the local sequence information among a small image sequence centered at each frame. We subsequently use a reflective model to formulate tracking difficulty. Tracking difficulty curves can not only illustrate at which parts of the video one tracking algorithm performs well or poor, but also provides a way to compare the performance of different tracking algorithms. We further add perturbation analysis to the reflective model to examine how sensitive the tracking algorithm is to noise. Results on data sets are presented to show the effectiveness of our evaluation method.
Related News & Events
-
NEWS ICASSP 2009: 4 publications by Anthony Vetro, Shantanu Rane and others Date: April 19, 2009
Where: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
MERL Contact: Anthony VetroBrief- The papers "A Joint Decoding Algorithm for Multiple-Example-Based Addition of Words to a Pronunciation Lexicon" by Bansal, D., Nair, N., Singh, R. and Raj, B., "One-Handed Gesture Recognition Using Ultrasonic Doppler Sonar" by Kalgaonkar, K. and Raj, B., "A New Method for Tracking Performance Evaluation Based on a Reflective Model and Perturbation Analysis" by Pan, P., Porikli, F. and Schonfeld, D. and "Data Hiding in Hard-Copy Text Documents Robust to Print, Scan, and Photocopy Operations" by Varna, A.L., Rane, S. and Vetro, A. were presented at the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP).