Provided are an image component prediction method, an encoder and a decoder, said method comprising: determining a first reference pixel set of a colour component to be predicted of a current block; and calculating a model parameter of a prediction model according to positions of reference pixels in the first reference pixel set, the prediction model being configured to perform prediction processing on the colour component to be predicted of the current block.