Unambiguous molecular annotations are essential to discern complex local biochemical processes in spatial biology. Here, we acquire conventional mass spectrometry images (MSI) in parallel with hundreds of tandem MSI and introduce spatial similarity networks as an additional dimension for molecular annotation. Overall, our approach enables the deconvolution and annotation of superimposed and otherwise unresolvable molecular images, advancing spatial omics to the frontier of comprehensive omics technologies.