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stockeh
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dog-pose-cv

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Image Classification

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stockeh commited on Mar 30

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@@ -27,7 +27,7 @@ The dataset contains 20,578 RGB images of 120 dog breeds. Images are labeled as
 - sitting (3038 images)
 - lying down (7090 images)
 - undefined (6307 images)
--
 Images have varying resolutions, with 50% between 361x333 and 500x453 pixels.
 #### Data Collection and Processing
@@ -38,7 +38,7 @@ This dataset is an adaption of from the [Stanford Dog Dataset](http://vision.sta
 The dataset has a class imbalance, with nearly 2x as many "lying down" images compared to "sitting". Indistinguishable poses were labeled as "undefined", with most being close-up portraits. This may limit the ability to handle such images.
-**Recommendations**: When using this dataset, be aware of the class imbalance and consider oversampling or augmentation techniques if needed.
 ## Citation

 - sitting (3038 images)
 - lying down (7090 images)
 - undefined (6307 images)
 Images have varying resolutions, with 50% between 361x333 and 500x453 pixels.
 #### Data Collection and Processing
 The dataset has a class imbalance, with nearly 2x as many "lying down" images compared to "sitting". Indistinguishable poses were labeled as "undefined", with most being close-up portraits. This may limit the ability to handle such images.
+**Recommendations**: When using this dataset, be aware of the class imbalance and consider oversampling or augmentation techniques..
 ## Citation