What are the possible ways to detect skin while classifying diseases? Announcing the arrival of Valued Associate #679: Cesar Manara Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern) 2019 Moderator Election Q&A - Questionnaire 2019 Community Moderator Election ResultsCombine multiple classifiers to build a multi-modal classifierClassification when one class is otherHow to implement multi class classifier for a set of sentences?How does Keras calculate accuracy?unbalanced data classificationBest approach for image recognition/classification with few training dataWhat is the exact definition of VC dimension?Neural Network Architecture for Identifying Image CopiesMulti-input Convolutional Neural Network for Images ClassificationRecognition of objects in almost plain background

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What are the possible ways to detect skin while classifying diseases?



Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern)
2019 Moderator Election Q&A - Questionnaire
2019 Community Moderator Election ResultsCombine multiple classifiers to build a multi-modal classifierClassification when one class is otherHow to implement multi class classifier for a set of sentences?How does Keras calculate accuracy?unbalanced data classificationBest approach for image recognition/classification with few training dataWhat is the exact definition of VC dimension?Neural Network Architecture for Identifying Image CopiesMulti-input Convolutional Neural Network for Images ClassificationRecognition of objects in almost plain background










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$begingroup$


I am working on a skin disease classification problem where I have successfully created a classifier ( TensorFlow + Keras ) which can classify images of two skin diseases.



The sample image needs to be classified in this manner :



  1. Whether the sample is an image of the skin.

  2. Does the skin have any two of the diseases ( Melanoma or Psoriasis )

  3. If a disease is found, to which class does it belong (CLASS1: Melanoma or CLASS2: Psoriasis


How can create Classifiers which could carry out the following tasks?
Do I need the image localization or CNNs or something like YoLo?
What steps should I implement?




I have created a classifier ( with an accuracy of 96% ) which can classify an image of the two diseases efficiently. But it can't detect the presence of the disease ( Step 2 in the above task list ).










share|improve this question









$endgroup$
















    0












    $begingroup$


    I am working on a skin disease classification problem where I have successfully created a classifier ( TensorFlow + Keras ) which can classify images of two skin diseases.



    The sample image needs to be classified in this manner :



    1. Whether the sample is an image of the skin.

    2. Does the skin have any two of the diseases ( Melanoma or Psoriasis )

    3. If a disease is found, to which class does it belong (CLASS1: Melanoma or CLASS2: Psoriasis


    How can create Classifiers which could carry out the following tasks?
    Do I need the image localization or CNNs or something like YoLo?
    What steps should I implement?




    I have created a classifier ( with an accuracy of 96% ) which can classify an image of the two diseases efficiently. But it can't detect the presence of the disease ( Step 2 in the above task list ).










    share|improve this question









    $endgroup$














      0












      0








      0





      $begingroup$


      I am working on a skin disease classification problem where I have successfully created a classifier ( TensorFlow + Keras ) which can classify images of two skin diseases.



      The sample image needs to be classified in this manner :



      1. Whether the sample is an image of the skin.

      2. Does the skin have any two of the diseases ( Melanoma or Psoriasis )

      3. If a disease is found, to which class does it belong (CLASS1: Melanoma or CLASS2: Psoriasis


      How can create Classifiers which could carry out the following tasks?
      Do I need the image localization or CNNs or something like YoLo?
      What steps should I implement?




      I have created a classifier ( with an accuracy of 96% ) which can classify an image of the two diseases efficiently. But it can't detect the presence of the disease ( Step 2 in the above task list ).










      share|improve this question









      $endgroup$




      I am working on a skin disease classification problem where I have successfully created a classifier ( TensorFlow + Keras ) which can classify images of two skin diseases.



      The sample image needs to be classified in this manner :



      1. Whether the sample is an image of the skin.

      2. Does the skin have any two of the diseases ( Melanoma or Psoriasis )

      3. If a disease is found, to which class does it belong (CLASS1: Melanoma or CLASS2: Psoriasis


      How can create Classifiers which could carry out the following tasks?
      Do I need the image localization or CNNs or something like YoLo?
      What steps should I implement?




      I have created a classifier ( with an accuracy of 96% ) which can classify an image of the two diseases efficiently. But it can't detect the presence of the disease ( Step 2 in the above task list ).







      classification keras tensorflow image-classification






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked 1 hour ago









      Shubham PanchalShubham Panchal

      38118




      38118




















          1 Answer
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          $begingroup$

          You have to have sample tissues from skins with Melanoma, Psoriasis and Healthy Skins.



          As is understood in the question, you developed a solution which can distinguish with 96% accuracy between melanoma and psoriasis. You are missing from the possibility of distinguish between sick and healthy skins.



          The model you are looking for is a multiclass classification. Where CLASS3: Healthy skin.



          You are doing ok so far, you just need to include this category and images of healthy skins in your model.






          share|improve this answer








          New contributor




          Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
          Check out our Code of Conduct.






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            $begingroup$

            You have to have sample tissues from skins with Melanoma, Psoriasis and Healthy Skins.



            As is understood in the question, you developed a solution which can distinguish with 96% accuracy between melanoma and psoriasis. You are missing from the possibility of distinguish between sick and healthy skins.



            The model you are looking for is a multiclass classification. Where CLASS3: Healthy skin.



            You are doing ok so far, you just need to include this category and images of healthy skins in your model.






            share|improve this answer








            New contributor




            Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
            Check out our Code of Conduct.






            $endgroup$

















              0












              $begingroup$

              You have to have sample tissues from skins with Melanoma, Psoriasis and Healthy Skins.



              As is understood in the question, you developed a solution which can distinguish with 96% accuracy between melanoma and psoriasis. You are missing from the possibility of distinguish between sick and healthy skins.



              The model you are looking for is a multiclass classification. Where CLASS3: Healthy skin.



              You are doing ok so far, you just need to include this category and images of healthy skins in your model.






              share|improve this answer








              New contributor




              Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
              Check out our Code of Conduct.






              $endgroup$















                0












                0








                0





                $begingroup$

                You have to have sample tissues from skins with Melanoma, Psoriasis and Healthy Skins.



                As is understood in the question, you developed a solution which can distinguish with 96% accuracy between melanoma and psoriasis. You are missing from the possibility of distinguish between sick and healthy skins.



                The model you are looking for is a multiclass classification. Where CLASS3: Healthy skin.



                You are doing ok so far, you just need to include this category and images of healthy skins in your model.






                share|improve this answer








                New contributor




                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.






                $endgroup$



                You have to have sample tissues from skins with Melanoma, Psoriasis and Healthy Skins.



                As is understood in the question, you developed a solution which can distinguish with 96% accuracy between melanoma and psoriasis. You are missing from the possibility of distinguish between sick and healthy skins.



                The model you are looking for is a multiclass classification. Where CLASS3: Healthy skin.



                You are doing ok so far, you just need to include this category and images of healthy skins in your model.







                share|improve this answer








                New contributor




                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.









                share|improve this answer



                share|improve this answer






                New contributor




                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.









                answered 21 mins ago









                Juan Esteban de la CalleJuan Esteban de la Calle

                18311




                18311




                New contributor




                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.





                New contributor





                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.






                Juan Esteban de la Calle is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
                Check out our Code of Conduct.



























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