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An interactive Case-Based Reasoning system for the development of image processing applications [chapter]

Valérie Ficet-Cauchard, Christine Porquet, Marinette Revenu
1998 Lecture Notes in Computer Science  
To implement reusability, a Case-Based Reasoning approach is used.  ...  In this paper, an interactive system for the development of Image Processing applications is described.  ...  According to the abstraction level of the current problem, either the processing type (image segmentation, image restoration, ...) or the processing step (e.g. in the case of segmentation : pre-processing  ... 
doi:10.1007/bfb0056354 fatcat:ftyyudjhdresllfhudxptrme6a

A case-based reasoning approach for detection of salient regions in images

Aditi Kapoor, K. K. Biswas
2010 Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing - ICVGIP '10  
In this paper casebased reasoning is used to make a system learn the relevant attributes of a salient region, based on global and local color contrast.  ...  Automatic salient region detection in an image is useful for image compression, image cropping for resizing on smaller displays, object recognition and tracking.  ...  Section 2 presents the pre-processing while the fuzzy features are explained in section 3. Section 4 describes the case-based reasoning approach.  ... 
doi:10.1145/1924559.1924566 dblp:conf/icvgip/KapoorB10 fatcat:nhaiyghe3jbpba5a53r6thohk4

Using CBR Learning for the Low-Level and High-Level Unit of an Image Interpretation System [chapter]

Petra Perner
1999 International Conference on Advances in Pattern Recognition  
In the paper we propose a system, which uses Case-Based Reasoning (CBR) to optimize image segmentation at the low level according to changing image acquisition conditions and image quality.  ...  The intermediate-level unit extracts the case representation used by the highlevel unit for further processing. At the high level, CBR is employed to dynamically adapt image interpretation.  ...  The case-based reasoning unit for parameter learning of image segmentation consists of a case base, in which formerly processed cases are stored by their original images, their nonimage information (e.g  ... 
doi:10.1007/978-1-4471-0833-7_5 fatcat:fttoup6mqvbwdmzgnba7xzxudm

Ultra Sonic Image Interpretation for Non-Destructive Testing

Petra Perner
1996 IAPR International Workshop on Machine Vision Applications  
For interpretation of ultra sonic images an image interpretation system based on case based reasoning is proposed. We describe the case representation and the case based reasoning process.  ...  Acknowledgment We thank Professor Kxtining from Fraunhofer-Instiut of Nondestructive testing Saarbriicken for the access to the ultra sonic images used for the evaluation of the system described in this  ...  Fig. 4 ) for interpretation of ultra sonic images based on case-based reasoning. We have explained the necessary components for case based reasoning based on the example of ultra sonic images.  ... 
dblp:conf/mva/Perner96 fatcat:yp4kkyuszfbt5nb47cyvv5cz4a

Diagnosis of Lymphatic Tumors by Case-Based Reasoning on Microscopic Images

Sara Colantonio, Petra Perner, Ovidio Salvetti
2009 Transactions on case-based reasoning  
A case-based reasoning approach is followed for classifying morphologic and densitometric cell features so as to provide a final diagnosis.  ...  In this paper, a novel method for diagnosing lymphatic tissue tumors is presented. Microscopic specimen images are analyzed for extracting and characterizing malignant cells.  ...  Recognition is performed by reasoning on similar cases already processed and diagnosed, which are stored in a base of cases.  ... 
dblp:journals/cbrmd/ColantonioPS09 fatcat:72dg5mucwndrtigac6ijhanwwm

Skin Tumors Diagnosis Utilizing Case Based Reasoning and The Expert System

Roza Fuad Majeed, Soran AB. M. Saeed, Dana Abdulmajeed Abdilkarim, Haval Mohammed Sidqi
2020 Kurdistan Journal of Applied Research  
Based on that, this study proposes a computer-aided diagnosis (CAD) system that detects skin cancer using digital images, techniques of image processing, by using the case-based reasoning and expert system  ...  Skin cancer leads to death if it is not diagnosed in an early stage. Fortunately, early diagnosis of skin cancer raises the survival rate of victims.  ...  In this paper, case-based reasoning used which is a branch of artificial intelligence (AI), an expert system for the implementation of the proposed system image processing techniques are used in the pre-processing  ... 
doi:10.24017/science.2020.1.10 fatcat:ctsosdnoafdufjur4zejxhwbpe

CBR-Based Ultra Sonic Image Interpretation [chapter]

Petra Perner
2000 Lecture Notes in Computer Science  
In this paper we propose a system which uses Case-Based Reasoning (CBR) to optimize image segmentation at the low level according to changing image acquisition conditions and image quality.  ...  The intermediate-level unit extracts the case representation used by the high-level unit for further processing. At the high level, CBR is employed to dynamically adapt image interpretation.  ...  Conclusion We have shown how Case-Based Reasoning can be employed for the low-level and high-level unit of an image interpretation system. It can be used for reasoning as well as for learning.  ... 
doi:10.1007/3-540-44527-7_41 fatcat:fs2gmhhiq5dv5ieuaio7cnhzq4

A Case-based Approach for Industrial Design

Dilek Akbulut, Serkan Guroglu
2014 Procedia - Social and Behavioral Sciences  
In case-based design, new solutions to a problem are generated by using domain knowledge implicitly.  ...  Case-based design suggests searching, reusing and combining existent design information and recalling past experiences in order to breed better, creative designs.  ...  Instead of rule-based reasoning process, the design problem solving becomes an analogical reasoning process with case-based reasoning (Xiantao, Jianghong, 2007) .  ... 
doi:10.1016/j.sbspro.2014.01.1337 fatcat:qaagozbtezh3dop3lijy7sgnye

A two layer case-based reasoning architecture for medical image understanding [chapter]

Morten Grimnes, Agnar Aamodt
1996 Lecture Notes in Computer Science  
A case based reasoner working on a segment case-base contains the individual image segments.  ...  These cases with labels are considered indexes for another case based reasoner working on an organ interpretation case base.  ...  Finally we acknowledge the invaluable input of our collaborators at the Regional Hospital of Trondheim, in particular Medical Drs. Asbjørn Ødegård and Klaus Schipper.  ... 
doi:10.1007/bfb0020609 fatcat:q7g3h7oc7newbfbl4gozupzi6u

Mining Sparse and Big Data by Case-based Reasoning

Petra Perner
2014 Procedia Computer Science  
In this talk, we will explain the case-based reasoning process scheme. We will show what kinds of methods are necessary to provide all the functions for such a computer model.  ...  Case-based Reasoning (CBR) solves problems using the already stored knowledge, and captures new knowledge, making it immediately available for solving the next problem.  ...  Fig. 1 . 1 Case-Based Reasoning Process Model Fig. 2.  ... 
doi:10.1016/j.procs.2014.08.081 fatcat:iprxdlu3zfcnfm3wfqazbobwm4

Mammography Detection System of Malignant breast mass Cancer Using Hybrid Expert System and Case Based Reasoning

soran Saeed, Bestan Maaroof, Alla Shally
2018 Evaluation Study of Three Diagnostic Methods for Helicobacter pylori Infection  
When a new case is arriving the image is pre-processed and analysed by the image processing and the image is re-analysed by our case doctor features are extracted and stored in the base knowledge.  ...  The integrated expert system and image processing attempt to increase the accuracy of the casebased reasoning detection of mammography breast cancer obtained from classical Case-based reasoning.  ...  The similarity process compares the new case's mass image the mass features with each image and features in the knowledge base. Figure 6 .0 shows the CBR System.  ... 
doi:10.24271/garmian.302 fatcat:ugmz6l63gzenjk4c7avik5wy64

Case-Based Reasoning and the Statistical Challenges II [chapter]

Petra Perner
2014 Advances in Intelligent Systems and Computing  
Case-based reasoning (CBR) solves problems using the already stored knowledge, and captures new knowledge, making it immediately available for solving the next problem.  ...  The applications we are focusing on are meta-learning for parameter selection in technical systems, image interpretation, incremental prototype-based classification and novelty detection and handling.  ...  Fig. 1 1 Case-Based Reasoning Process Model Fig. 2 2 Case Base Maintenance Process problem.  ... 
doi:10.1007/978-3-319-02309-0_2 fatcat:tcaytmg7urcgrphbkt4tlsmwei

Are Case-Based Reasoning and Dissimilarity-Based Classification Two Sides of the Same Coin? [chapter]

Petra Perner
2001 Lecture Notes in Computer Science  
Case-Based Reasoning is used when generalized knowledge is lacking. The method works on a set of cases formerly processed and stored in the case base.  ...  We show the similarity of Dissimilarity based Classification to Case-Based Reasoning.  ...  The Case-Based Reasoning Process The CBR reasoning process is comprised of six phases (see Figure 1 ): • Current problem description • Problem indexing • Retrieval of similar cases • Evaluation of candidate  ... 
doi:10.1007/3-540-44596-x_4 fatcat:d2tf6ugxejgahom5cepiolljwa

Are case-based reasoning and dissimilarity-based classification two sides of the same coin?

Petra Perner
2002 Engineering applications of artificial intelligence  
Case-Based Reasoning is used when generalized knowledge is lacking. The method works on a set of cases formerly processed and stored in the case base.  ...  We show the similarity of Dissimilarity based Classification to Case-Based Reasoning.  ...  The Case-Based Reasoning Process The CBR reasoning process is comprised of six phases (see Figure 1 ): • Current problem description • Problem indexing • Retrieval of similar cases • Evaluation of candidate  ... 
doi:10.1016/s0952-1976(02)00020-9 fatcat:d46dgj2fpfgz3grcdnjfwhy7hm

An Integrated Approach to Digital Objects Storage and Retrieval

Khalil Shihab, Haider Ramadhan, Nida Al-Chalabi
2006 Journal of Computer Science  
For image repositories and retrieval, we noted that the integration of XML technology and case-based reasoning is more efficient and of great benefit in this area.  ...  This is mainly because users both in indexing and retrieval processes, tend to use old cases by associating images that reveal similar features.  ...  Table 3 are entered Table 2 shows some of the XML cases that are used in the discussion. Image retrieval: Retrieval is an important process in case-based reasoning.  ... 
doi:10.3844/jcssp.2006.683.689 fatcat:ipus3f2jgjfkhmxuzlywmueedu
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