A video coding for machines (VCM) encoder includes a first video encoder, the first video encoder configured to encode an input video into a bitstream. The VCM encoder includes a feature extractor, the feature extractor configured to detect at least a feature in the input video. The VCM encoder includes a second encoder, the second encoder configured to encode a feature bitstream as a function of the input video and at least a feature.