Improving Tracking by Handling Occlusions

نویسندگان

  • Daniel Rowe
  • Ignasi Rius
  • Jordi Gonzàlez
  • Juan José Villanueva
چکیده

Keeping track of a target by successive detections may not be feasible, whereas it can be accomplished by using tracking techniques. Tracking can be addressed by means of particle filtering. We have developed a new algorithm which aims to deal with some particle-filter related problems while coping with expected difficulties. In this paper, we present a novel approach to handling complete occlusions. We focus also on the target-model update conditions, ensuring proper tracking. The proposal has been successfully tested in sequences involving multiple targets, whose dynamics are highly non-linear, moving over clutter.

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

Moving Vehicle Tracking Using Disjoint View Multicameras

Multicamera vehicle tracking is a necessary part of any video-based intelligent transportation system for extracting different traffic parameters such as link travel times and origin/destination counts. In many applications, it is needed to locate traffic cameras disjoint from each other to cover a wide area. This paper presents a method for tracking moving vehicles in such camera networks. The...

متن کامل

Robust Object Tracking with Occlusion Handling based on Local Sparse Representation

Sparse representation has been successfully applied to visual tracking to find the target with the minimum reconstruction error from the target templates subspace. Traditional sparsity-based trackers handle corruptions and occlusions of the observation by introducing a set of trivial templates. However, the performance is not so satisfactory in practice. It is because the trivial templates unab...

متن کامل

Implementation of Modified Mean-shift Tracking Algorithm for Occlusion Handling

Object tracking is critical and difficult task when it comes to unmanned air vehicles and traffic surveillance. The major challenge in object tracking is occlusion handling either partial occlusion or full occlusion. In this paper modified mean-shift tracking algorithm is proposed to tackle the problem of full occlusion. Mean-shift object tracking algorithm uses the color information to represe...

متن کامل

Appearance models for occlusion handling

Objects in the world exhibit complex interactions. When captured in a video sequence, some interactions manifest themselves as occlusions. A visual tracking system must be able to track objects which are partially or even fully occluded. In this paper we present a method of tracking objects through occlusions using appearance models. These models are used to localize objects during partial occl...

متن کامل

Probabilistic People Tracking for Occlusion Handling

This work presents a novel people tracking approach, able to cope with frequent shape changes and large occlusions. In particular, the tracks are described by means of probabilistic masks and appearance models. Occlusions due to other tracks, or due to background objects and false occlusions are discriminated. The classification is exploited in a selective model update. The tracking system is g...

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 2005