You can already do really cool stuff in this area “old” tech like stable diffusion. Not realistic or anything but really cool looking/morphing images

At least in terms of realism, the image generation field is at the realism line now. Single frame generation with Wan 2.1 / 2.2 (and others) for example, will get you realism.