# Multimodal Image Fusion on M3FD (test) Source: [Multimodal Image Fusion on M3FD (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T11:20:07.096Z Evaluation of Multimodal Image Fusion performance on the test split of the M3FD dataset, reporting quality metrics such as EN, MI, and VIF. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Multimodal Image Fusion | | Dataset (including any stated split) | M3FD (test) | | Metric | Entropy (EN) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Entropy (EN)](): Higher is better; unit: SCALAR. - [MI](): Higher is better; unit: SCALAR. - [VIF](): Higher is better; unit: SCALAR. - [SD](): Higher is better; unit: SCALAR. - [SCD](): Higher is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. ## Recorded results | Method | Entropy (EN) | Result date | Report paper | | --- | --- | --- | --- | | Ours | 7.19 | Not recorded | 6a2a4152d33dfb23e783957e | | Text-DiFuse | 6.93 | Not recorded | 6a2a4152d33dfb23e783957e | | CDDFuse | 6.8 | Not recorded | 6a2a4152d33dfb23e783957e | | EMMA | 6.78 | Not recorded | 6a2a4152d33dfb23e783957e | | SAGE | 6.78 | Not recorded | 6a2a4152d33dfb23e783957e | | Text-IF | 6.77 | Not recorded | 6a2a4152d33dfb23e783957e | | DDFM | 6.76 | Not recorded | 6a2a4152d33dfb23e783957e | | DCEvo | 6.72 | Not recorded | 6a2a4152d33dfb23e783957e | | TC-MoA | 6.7 | Not recorded | 6a2a4152d33dfb23e783957e | | E2E-MFD | 6.36 | Not recorded | 68fa76b81e209131cea6eb7f | | LRRNet | 6.36 | Not recorded | 6a2a4152d33dfb23e783957e | | Metafusion | 6.2 | Not recorded | 68fa76b81e209131cea6eb7f | | DIDFuse | 6.13 | Not recorded | 68fa76b81e209131cea6eb7f | | SwinFusion | 5.8 | Not recorded | 68fa76b81e209131cea6eb7f | | CDDFuse | 5.77 | Not recorded | 68fa76b81e209131cea6eb7f | | PIAFusion | 5.75 | Not recorded | 68fa76b81e209131cea6eb7f | | Tardal | 5.72 | Not recorded | 68fa76b81e209131cea6eb7f | | U2Fusion | 5.66 | Not recorded | 68fa76b81e209131cea6eb7f | ### Ours Entropy (EN): 7.19. Result ID: 6a2a99c9fbc373592c28d159. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Text-DiFuse Entropy (EN): 6.93. Result ID: 6a2a99c9fbc373592c28d158. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CDDFuse Entropy (EN): 6.8. Result ID: 6a2a99c9fbc373592c28d150. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EMMA Entropy (EN): 6.78. Result ID: 6a2a99c9fbc373592c28d155. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Entropy (EN): 6.78. Result ID: 6a2a99c9fbc373592c28d156. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Text-IF Entropy (EN): 6.77. Result ID: 6a2a99c9fbc373592c28d153. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDFM Entropy (EN): 6.76. Result ID: 6a2a99c9fbc373592c28d151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCEvo Entropy (EN): 6.72. Result ID: 6a2a99c9fbc373592c28d157. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TC-MoA Entropy (EN): 6.7. Result ID: 6a2a99c9fbc373592c28d154. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E2E-MFD Entropy (EN): 6.36. Result ID: 69944b723a6c3148491c53bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"MF-OD","Tr. Time":"2h50m32s","Te. Time":"0.014s"}. This record does not assert independent reproduction. ### LRRNet Entropy (EN): 6.36. Result ID: 6a2a99c9fbc373592c28d152. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Metafusion Entropy (EN): 6.2. Result ID: 69944b723a6c3148491c53be. [Reporting paper]() Recorded evaluation configuration: {"Task":"MF-OD","Tr. Time":"6h47m38s","Te. Time":"0.002s"}. This record does not assert independent reproduction. ### DIDFuse Entropy (EN): 6.13. Result ID: 69944b723a6c3148491c53b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"3h9m38s","Te. Time":"0.096s"}. This record does not assert independent reproduction. ### SwinFusion Entropy (EN): 5.8. Result ID: 69944b723a6c3148491c53bb. [Reporting paper]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"3h38m5s","Te. Time":"0.044s"}. This record does not assert independent reproduction. ### CDDFuse Entropy (EN): 5.77. Result ID: 69944b723a6c3148491c53bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h59m59s","Te. Time":"0.096s"}. This record does not assert independent reproduction. ### PIAFusion Entropy (EN): 5.75. Result ID: 69944b723a6c3148491c53ba. [Reporting paper]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h35m20s","Te. Time":"0.003s"}. This record does not assert independent reproduction. ### Tardal Entropy (EN): 5.72. Result ID: 69944b723a6c3148491c53bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h36m28s","Te. Time":"0.093s"}. This record does not assert independent reproduction. ### U2Fusion Entropy (EN): 5.66. Result ID: 69944b723a6c3148491c53b9. [Reporting paper]() Recorded evaluation configuration: {"Task":"MF","Tr. Time":"4h8m36s","Te. Time":"2.091s"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.