# Multimodal Image Fusion on RoadScene (test)

Source: [Multimodal Image Fusion on RoadScene (test)](<https://www.sota2.com/research/sota/multimodal-image-fusion-on-roadscene-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:41:44.826Z

Evaluation of models performing Multimodal Image Fusion on the test split of the RoadScene 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) | RoadScene (test) |
| Metric | EN |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [EN](<https://www.sota2.com/research/sota/multimodal-image-fusion-on-roadscene-test.md?metric=EN>): Higher is better; unit: SCALAR.

- [MI](<https://www.sota2.com/research/sota/multimodal-image-fusion-on-roadscene-test.md?metric=MI>): Higher is better; unit: SCALAR.

- [VIF](<https://www.sota2.com/research/sota/multimodal-image-fusion-on-roadscene-test.md?metric=VIF>): Higher is better; unit: SCALAR.

## Recorded results

| Method | EN | Result date | Report paper |
| --- | --- | --- | --- |
| E2E-MFD | 6.79 | Not recorded | 68fa76b81e209131cea6eb7f |
| Tardal | 6.72 | Not recorded | 68fa76b81e209131cea6eb7f |
| DIDFuse | 6.67 | Not recorded | 68fa76b81e209131cea6eb7f |
| CDDFuse | 6.54 | Not recorded | 68fa76b81e209131cea6eb7f |
| PIAFusion | 6.37 | Not recorded | 68fa76b81e209131cea6eb7f |
| Metafusion | 6.35 | Not recorded | 68fa76b81e209131cea6eb7f |
| SwinFusion | 6.3 | Not recorded | 68fa76b81e209131cea6eb7f |
| U2Fusion | 6.25 | Not recorded | 68fa76b81e209131cea6eb7f |

### E2E-MFD

EN: 6.79. Result ID: 69944b723a6c3148491c53cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

[Implementation](<https://github.com/icey-zhang/EfficientMFD>)

Recorded evaluation configuration: {"Task":"MF-OD","Tr. Time":"2h50m32s","Te. Time":"0.014s"}. This record does not assert independent reproduction.

### Tardal

EN: 6.72. Result ID: 69944b723a6c3148491c53cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c191e209131cea32268.md>)

[Implementation](<https://github.com/dlut-dimt/TarDAL>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h36m28s","Te. Time":"0.093s"}. This record does not assert independent reproduction.

### DIDFuse

EN: 6.67. Result ID: 69944b723a6c3148491c53c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23621.md>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"3h9m38s","Te. Time":"0.096s"}. This record does not assert independent reproduction.

### CDDFuse

EN: 6.54. Result ID: 69944b723a6c3148491c53cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea43815.md>)

[Implementation](<https://github.com/Zhaozixiang1228/MMIF-CDDFuse>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h59m59s","Te. Time":"0.096s"}. This record does not assert independent reproduction.

### PIAFusion

EN: 6.37. Result ID: 69944b723a6c3148491c53ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"5h35m20s","Te. Time":"0.003s"}. This record does not assert independent reproduction.

### Metafusion

EN: 6.35. Result ID: 69944b723a6c3148491c53ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

Recorded evaluation configuration: {"Task":"MF-OD","Tr. Time":"6h47m38s","Te. Time":"0.002s"}. This record does not assert independent reproduction.

### SwinFusion

EN: 6.3. Result ID: 69944b723a6c3148491c53cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"3h38m5s","Te. Time":"0.044s"}. This record does not assert independent reproduction.

### U2Fusion

EN: 6.25. Result ID: 69944b723a6c3148491c53c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb7f.md>)

Recorded evaluation configuration: {"Task":"MF","Tr. Time":"4h8m36s","Te. Time":"2.091s"}. This record does not assert independent reproduction.

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