Quantitative evaluation of different aspects of motion trackers under various challenges

نویسندگان

  • Fei Yin
  • Dimitrios Makris
  • Sergio A Velastin
  • James Orwell
چکیده

When a motion tracking system underperforms, researchers and practitioners face the challenge of modifying and improving it. This paper proposes a framework of a rich set of metrics for quantitative evaluation that is able to indicate which modules of such a complicated system needs adjustment. We also use six different video sequences that represent a variety of challenges to assess the system performance under different conditions. We illustrate the practical value of the proposed metrics by evaluating and comparing two motion tracking algorithms.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Performance Evaluation of Object Tracking Algorithms

This paper deals with the non-trivial problem of performance evaluation of motion tracking. We propose a rich set of metrics to assess different aspects of performance of motion tracking. We use six different video sequences that represent a variety of challenges to illustrate the practical value of the proposed metrics by evaluating and comparing two motion tracking algorithms. The contributio...

متن کامل

3D Tracker-Level Fusion for Robust RGB-D Tracking

In this study, we address the problem of online RGB-D tracking which confronted with various challenges caused by deformation, occlusion, background clutter, and abrupt motion. Various trackers have different strengths and weaknesses, and thus a single tracker can merely perform well in specific scenarios. We propose a 3D tracker-level fusion algorithm (TLF3D) which enhances the strengths of di...

متن کامل

Evaluation of Object Trackers in Distorted Surveillance Videos

Object tracking in realistic scenarios is a difficult problem affected by various image factors such as occlusion, clutter, confusion, object shape, unstable speed, and zooming. While these conditions do affect tracking performance, there is no clear distinction between the scene dependent challenges like occlusion, clutter, etc., and the challenges imposed by traditional notions of impairments...

متن کامل

Qualitative and Quantitative Evaluation of Essential Oil of Catnip (Nepeta cataria L.) Under Different Drying Conditions

Background: Drying is the most common way to preserve quality of aromatic and medicinal plants. Chosen drying methods can affect on the essential oil content and composition of medicinal plants. Objective: This study aimed to assess the changes in essential oil constitutes of catnip aerial part under various drying methods. Methods: The experiment was performed as the randomized complete ...

متن کامل

Tracking Manipulation Tasks (TMT) Benchmark and Evaluation

In this paper we present a public dataset to evaluate trackers used for human and robot manipulation tasks. For these tasks both high DOF motion and high accuracy is needed. We describe in detail, both the process of recording the sequences and how ground truth data was generated for the videos. The videos are tagged with challenges that a tracker would face while tracking the object. As an ini...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010