Hi. Bandwidth is not related to image resize. Your server is just a computer and usually most of hosting give you small amount of RAM (memory) and or CPU (processor power), so when php try to resize image it can fail to do this.
Check the image what is dimensions? Download it and make sure it is not corrupted