Round Border, Square Image

Pulling my latest photos from flickr onto my website. Using a border-radius and box-shadow around them. Unfortunately, the image stays perfectly square and overlaps the rounded corner. Tried using an svg filter to round the corner of the image, but that causes the box-shadow to stop working. Thought CSS3 was supposed to make this stuff easier :)