A video coding for machines (VCM) encoder for combined lossless and lossy encoding includes a feature encoder, the feature encoder configured to encode a sub-picture containing a feature in an input video and provide an indication of the sub-picture, and a video encoder, the video encoder configured to receive an indication of the sub-picture from the feature encoder and encode the sub-picture using a lossy encoding protocol.