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Rafi Zachut's slides on class specific segmentation

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Class-Specific, Top-Down Segmentation. Eran Borenstein and Shimon Ullman. Combining Top-down and Bottom-up segmentation Eran Borenstein Eitan Sharon Shimon Ullman

Technology
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Class-Specific, Top-Down Segmentation Eran Borenstein and Shimon Ullman Presenter : Rafi Zachut Instructor : Lior Wolf
Goal ,[object Object],Motivation ,[object Object]
Bottom-up Segmentation ,[object Object],[object Object],[object Object]
Difficulty of class-specific segmentation ,[object Object],Solution ,[object Object],[object Object]
Example
Training – Searching the fragments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Fragment information ,[object Object],[object Object],[object Object]
Segmentation by Optimal Cover ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Individual Match ,[object Object],[object Object]
Individual Match – Cont’d
Consistency ,[object Object],[object Object]
Fragment Reliability ,[object Object]
A Cover Score ,[object Object],[object Object]
Finding the Optimal Score ,[object Object],[object Object],[object Object],[object Object]
The Cover Algorithm ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Scaling ,[object Object],[object Object]
Results
Advantages ,[object Object],[object Object],[object Object],Disadvantages ,[object Object],[object Object]
Combining Top-down and Bottom-up segmentation Eran Borenstein Eitan Sharon Shimon Ullman
Bottom-up vs. Top-down Inaccurate boundaries Accurate boundaries Figure-ground approx. Multiple segments Use class information Rely on image criteria
Bottom-up in a nutshell ,[object Object],[object Object],[object Object],[object Object]
Bottom-up segmentation tree ,[object Object],[object Object]
Bottom-up Saliency Measurement ,[object Object],[object Object],low saliency high saliency Internal homogeneity Dissimilarity with the surrounding saliency + =
Top-down & Bottom-up - Goal ,[object Object],Top - down Top – down & Bottom-up
The Approach ,[object Object],[object Object],[object Object],[object Object]
Top-down & Bottom-up conflict ,[object Object],[object Object],[object Object],[object Object]
The Top-down cost ,[object Object],Bottom-up cost ,[object Object],[object Object]
The Total cost ,[object Object],[object Object],[object Object],[object Object]
Minimizing the cost function ,[object Object],[object Object],[object Object]
Confidence map ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Results
Conclusion ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]

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Rafi Zachut's slides on class specific segmentation