Uncertainty in urban surface emissivity is investigated based on spectral libraries.
Classification-based method may not be effective for obtaining urban surface emissivity.
Performance of linear spectral mixture model is largely related to the endmembers.
It is necessary to build a comprehensive spectral library of urban materials.