The present application provides video coding and decoding and a model training method and apparatus. Feature maps of a target object region and a background region in an image are separated, and are respectively coded into code streams having different code rates; the feature map of the target object is directly subjected to intelligent analysis, a decoding process is omitted, an efficient man-machine mixed vision-oriented task is achieved, the coding efficiency is improved, and the decoding complexity is reduced.