| Category | Specific Metrics |
| Information theory-based metric | : Normalized mutual information [157] |
| : Mutual information based on Tsallias entropy [158] [159] | |
| : Nonlinear correlation information [160] | |
| Image feature-based metric | : Feature Mutual Information metric [156] |
| : Gradient-Based Fusion Performance [161] | |
| : Image Fusion Metric-Based on Phase Congruency [162] [163] | |
| : Image Fusion Metric-Based on a Multi-scale Scheme [164] | |
| : Image Fusion Metric-Based on Spatial Frequency [165] | |
| Image structural similarity-based metric | : Cvejie’s Metric [166] |
| : Piella’s Metric [167] | |
| : Yang’s Metric [168] | |
| Human perception inspired metric | : Chen-Blum Metric [169] |
| : Chen-Varshney Metric [170] |