My BMI is 35.5 but I don't consider myself obese... do I not see myself clearly or can I just be heavy?

I just went to a scale and was quite shocked about my weight. I calculated my BMI and it was 35.5 which is very high and classified as obese. The thing is, I don't really think I'm obese. I know I'm chubby but I wouldn't consider myself even fat. I think most of my friends, family members etc. also think I'm just a little thick - at least that's what they say when I've asked them. Is it possible that I'm just heavy by nature and my BMI is so high because of that? I've always been quite heavy, though I've gained lately a lot more.
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Well... I added a photo. Sorry it's so tiny, I took it through the mirror and needed to crop my face off...
http://i62.tinypic.com/2dlrqcy.jpg
My BMI is 35.5 but I don't consider myself obese... do I not see myself clearly or can I just be heavy?
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