Iris as Images

I have created a dataset of Iris images instead of Iris feature table. And I tried to classify them using method similar to pets (lesson-1), I am getting an accuracy of only 70%.
Any input on how can I have a good accuracy.
Where can I upload that dataset so that all can use it.