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22 Oct 2026

Paper summary

Paper summary: Spectral-Spatial Interpretation

Spectral-Spatial Interpretation explains multispectral image models with a full position × channel attribution matrix, using a local Shapley game at each position, so it shows which channels matter where.

  • Heatmaps show where a model looks; channel scores show which bands matter globally; SSI shows which bands matter at each location.
  • Summing a position's channel attributions exactly recovers that position's contribution, a built-in consistency property.

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