All these metrics ex-cept SPICE and WMD define the similarity over words or n-grams of reference and candidate descriptions by considering different formulas.
sPICE (Anderson et al., 2016) considers a scene-graph representation of an image by encoding objects, their attributes and relations between them, and WMD leverages word embeddings to match groundtruth descriptions with generated captions.