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Swipe from left to right on the album to delete it. If it doesn't work, connect it to iTunes and uncheck that album in iTunes and sync iTunes to your iPhone and it will be remove.
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I'm not trying to be rude but the OP is not asking about music. They are asking about pictures.
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I know he's talking about pictures. What's are you not happy with in the solutions I proposed to the op?
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