# Infrared-Visible Image Fusion Quality Assessment on SemanticRT 5-expert pilot

Source: [Infrared-Visible Image Fusion Quality Assessment on SemanticRT 5-expert pilot](<https://www.sota2.com/research/sota/infrared-visible-image-fusion-quality-assessment-on-semanticrt-5-expert-pilot>)

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

Data updated: 2026-05-11T07:52:07.204Z

Evaluation of image fusion quality assessment performance on the SemanticRT 5-expert pilot dataset, typically measured using correlation metrics such as SRCC, PLCC, KRCC, and Pair Accuracy.

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 | Infrared-Visible Image Fusion Quality Assessment |
| Dataset (including any stated split) | SemanticRT 5-expert pilot |
| Metric | SRCC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [SRCC](<https://www.sota2.com/research/sota/infrared-visible-image-fusion-quality-assessment-on-semanticrt-5-expert-pilot.md?metric=SRCC>): Higher is better; unit: SCALAR.

- [PLCC](<https://www.sota2.com/research/sota/infrared-visible-image-fusion-quality-assessment-on-semanticrt-5-expert-pilot.md?metric=PLCC>): Higher is better; unit: SCALAR.

- [KRCC](<https://www.sota2.com/research/sota/infrared-visible-image-fusion-quality-assessment-on-semanticrt-5-expert-pilot.md?metric=KRCC>): Higher is better; unit: SCALAR.

- [Pair Accuracy](<https://www.sota2.com/research/sota/infrared-visible-image-fusion-quality-assessment-on-semanticrt-5-expert-pilot.md?metric=Pair%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SRCC | Result date | Report paper |
| --- | --- | --- | --- |
| FuScore | 0.561 | Not recorded | 6a016291dbc836b87d8230fa |
| FuScore | 0.547 | Not recorded | 6a016291dbc836b87d8230fa |
| ViT-L+MLP | 0.471 | Not recorded | 6a016291dbc836b87d8230fa |
| Qabf | 0.321 | Not recorded | 6a016291dbc836b87d8230fa |
| VIF | 0.318 | Not recorded | 6a016291dbc836b87d8230fa |
| DeQA-Score | 0.314 | Not recorded | 6a016291dbc836b87d8230fa |
| Q-Align | 0.296 | Not recorded | 6a016291dbc836b87d8230fa |
| MI | 0.238 | Not recorded | 6a016291dbc836b87d8230fa |
| Qwen3-VL-8B | 0.142 | Not recorded | 6a016291dbc836b87d8230fa |

### FuScore

SRCC: 0.561. Result ID: 6a018a9247f34ce924e31ef1.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Seed Config":"3-seed ensemble","Training Protocol":"EVAFusion-trained"}. This record does not assert independent reproduction.

### FuScore

SRCC: 0.547. Result ID: 6a018a9247f34ce924e31ef0.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Seed Config":"single-seed","Training Protocol":"EVAFusion-trained"}. This record does not assert independent reproduction.

### ViT-L+MLP

SRCC: 0.471. Result ID: 6a018a9247f34ce924e31eef.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a90e132d603e6de3e4087e.md>)

Recorded evaluation configuration: {"Method Category":"Deep Learning","Training Protocol":"EVAFusion-trained"}. This record does not assert independent reproduction.

### Qabf

SRCC: 0.321. Result ID: 6a018a9247f34ce924e31ee9.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Method Category":"Handcrafted"}. This record does not assert independent reproduction.

### VIF

SRCC: 0.318. Result ID: 6a018a9247f34ce924e31eea.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Method Category":"Handcrafted"}. This record does not assert independent reproduction.

### DeQA-Score

SRCC: 0.314. Result ID: 6a018a9247f34ce924e31eee.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77991e209131cea74442.md>)

Recorded evaluation configuration: {"Method Category":"Zero-shot VLM","Evaluation Weights":"Zero-shot"}. This record does not assert independent reproduction.

### Q-Align

SRCC: 0.296. Result ID: 6a018a9247f34ce924e31eed.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a31e209131cea523a2.md>)

[Implementation](<https://github.com/Q-Future/Q-Align>)

Recorded evaluation configuration: {"Method Category":"Zero-shot VLM","Evaluation Weights":"Zero-shot"}. This record does not assert independent reproduction.

### MI

SRCC: 0.238. Result ID: 6a018a9247f34ce924e31eeb.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

Recorded evaluation configuration: {"Method Category":"Handcrafted"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

SRCC: 0.142. Result ID: 6a018a9247f34ce924e31eec.

[Reporting paper](<https://www.sota2.com/research/paper/6a016291dbc836b87d8230fa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Method Category":"Zero-shot VLM","Evaluation Weights":"Zero-shot"}. This record does not assert independent reproduction.

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