Yes. mp3 is a lossy file format. What that means is it compresses the audio down to keep file sizes small. No matter what bitrate you set your mp3s to, they have less quality than an actual album. To keep album quality you need to use a lossless file format - as RMadd mentioned, ogg and flac are lossless formats.