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Contour Single blob with multiple object

Hi to everyone.

I'm developing an object shape identification application and struck up with separating close objects using contour, Since close objects are identified as single contour. Is there way to separate the objects?

Things I have tried: 1. I have tried Image segmentation with distance transform and Watershed algorithm - It works for few images only 2. I have tried to separate the objects manual using the distance between two points as mentioned in http://answers.opencv.org/question/71691/single-blob-multiple-objects-ideas-on-how-to-separate-objects/ - I struck up with choosing the points that will separate the object.

I have attached a sample contour for the reference.

image description

Please suggest any comments to separate the objects.