Applications of Semisupervised and Active Learning to Interactive Contour Delineation

نویسندگان

  • Christina Pavlopoulou
  • Avi Kak
  • Carla Brodley
چکیده

We describe a novel application domain for semi supervised and active learning algo rithms namely that of intelligent interactive contour extraction It is well known that ob ject delineation is an ill posed problem unless guided by the human or by apriori constraints and models We focus on user steered extrac tion which has been the focus of investiga tion in a large volume of work in computer vision We will discuss how this problem can be naturally translated to a semi supervised and active learning problem and we will de scribe our work so far towards investigating the issues involved

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

Interactive contour delineation and refinement in treatment planning of image‐guided radiation therapy

The accurate contour delineation of the target and/or organs at risk (OAR) is essential in treatment planning for image-guided radiation therapy (IGRT). Although many automatic contour delineation approaches have been proposed, few of them can fulfill the necessities of applications in terms of accuracy and efficiency. Moreover, clinicians would like to analyze the characteristics of regions of...

متن کامل

Active participation of student s in teaching

Active participation of students in teaching is the one of the effective way of learning in science education according to large investigation. By this way students understand current level of knowledge, increasing the student’s eagerness and their attraction for learning. This study was designed to explore the effect of active student involvement in teaching and learning of the bacteriology in...

متن کامل

Comparison of Design Process in Student and Instructor

In this paper the designing products of B.A. Sophomore students of architecture in TehranUniversity who were divided into two kinds of learning namely technical and skill-based learning. In technical learningthe subjective steps of creativity process i.e. "insight", "preparation", "incubation", "intuition", and "verification"were discussed and it was suggested that these steps cannot be taught ...

متن کامل

Myocardial fibrosis delineation in late gadolinium enhancement images of Hypertrophic Cardiomyopathy patients using deep learning methods

Introduction: Accurate delineation of myocardial fibrosis in Late Gadolinium Enhancement on Cardiac Magnetic Resonance (LGE-CMR) has a crucial role in the assessment and risk stratification of HCM patients. As this is time-consuming and requires expertise, automation can be essential in accelerating this process. This study aims to use Unet-based deep learning methods to automate the mentioned ...

متن کامل

ارزیابی روش‌های آموزشی دو جانبه و تکلیف محور نسبت به شیوه سخنرانی یکسویه و مرسوم

  Introduction: In the recent decades, a revision of the traditional methods of teaching and using new methods of active learning has been felt in the educational system and the application of these methods in various sciences such as medical sciences has increased. The purpose of this study was to assess the effectiveness of interactive and task-based learning methods compared to the tradition...

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 2006