A method and apparatus for video frame interpolation, and a device and a storage medium for the same are provided. The method may include: acquiring a target video, and acquiring a (t−1)th frame of image and a tth frame of image in the target video; acquiring motion level information of pixel points of the (t−1)th frame of image and the tth frame of image; acquiring deep frame interpolation features of the (t−1)th frame of image and the tth frame of image, respectively; and performing a frame interpolation operation layer by layer based on the deep frame interpolation features and the motion level information of the (t−1)th frame of image and the tth frame of image to generate an intermediate frame between the (t−1)th frame of image and the tth frame of image, and interpolating the intermediate frame between the (t−1)th frame of image and the tth frame of image.