AOSP means Android Open Source Project ( http://source.android.com/).
AOSP roms are based on the source code provided by Google itself.
Other roms could be based on stock firmware provided by the manufacturer of the mobile phone.
Usually AOSP roms are a more recent version of Android.
Stock based firmware, on the other hand, are more stable and provide all the official features.
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