I have no clue when I need to use and Image.asset() and when I need to use AssetImage(). For me, it seems like both of these are the same.
Image.asset is a kind of Widget/StatefulWidget. You can use Image.asset() directly while AssetImage is a provider of an image type, which helps in retrieving an image from a source location/path and you can't use AssetImage directly.