# Image Harmonization on 99 real composite images (test)

Source: [Image Harmonization on 99 real composite images (test)](<https://www.sota2.com/research/sota/image-harmonization-on-99-real-composite-images-test>)

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

Data updated: 2026-02-26T05:36:34.472Z

Evaluation of Image Harmonization performance on the test split of the 99 real composite images dataset, measured using B-T score.

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 | Image Harmonization |
| Dataset (including any stated split) | 99 real composite images (test) |
| Metric | B-T Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [B-T Score](<https://www.sota2.com/research/sota/image-harmonization-on-99-real-composite-images-test.md?metric=B-T%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | B-T Score | Result date | Report paper |
| --- | --- | --- | --- |
| DoveNet | 1.437 | Not recorded | 68fa68a81e209131cea1d7e8 |
| BargainNet | 1.266 | Not recorded | 68fa69b31e209131cea23927 |
| S2AM | 1.229 | Not recorded | 68fa68a81e209131cea1d7e8 |
| S^2AM | 1.14 | Not recorded | 68fa69b31e209131cea23927 |
| DIH | 0.948 | Not recorded | 68fa68a81e209131cea1d7e8 |
| DoveNet | 0.897 | Not recorded | 68fa69b31e209131cea23927 |
| DIH | 0.813 | Not recorded | 68fa69b31e209131cea23927 |
| Input composite | 0.624 | Not recorded | 68fa68a81e209131cea1d7e8 |
| Xue et al. | 0.567 | Not recorded | 68fa68a81e209131cea1d7e8 |
| Input composite | 0.357 | Not recorded | 68fa69b31e209131cea23927 |
| Zhu et al. | 0.337 | Not recorded | 68fa68a81e209131cea1d7e8 |
| Lalonde and Efros | 0.26 | Not recorded | 68fa68a81e209131cea1d7e8 |

### DoveNet

B-T Score: 1.437. Result ID: 698d7c968b517eb43321df31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Implementation](<https://github.com/bcmi/Image_Harmonization_Datasets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BargainNet

B-T Score: 1.266. Result ID: 698dd93effc3901de09912eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Implementation](<https://github.com/bcmi/BargainNet>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### S2AM

B-T Score: 1.229. Result ID: 698d7c968b517eb43321df30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67721e209131cea16544.md>)

[Implementation](<https://github.com/vinthony/s2am>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### S^2AM

B-T Score: 1.14. Result ID: 698dd93effc3901de09912ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67721e209131cea16544.md>)

[Implementation](<https://github.com/vinthony/s2am>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DIH

B-T Score: 0.948. Result ID: 698d7c968b517eb43321df2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd50d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DoveNet

B-T Score: 0.897. Result ID: 698dd93effc3901de09912e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Implementation](<https://github.com/bcmi/Image_Harmonization_Datasets>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DIH

B-T Score: 0.813. Result ID: 698dd93effc3901de09912e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63321e209131ce9fd50d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Input composite

B-T Score: 0.624. Result ID: 698d7c968b517eb43321df2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Xue et al.

B-T Score: 0.567. Result ID: 698d7c968b517eb43321df2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Input composite

B-T Score: 0.357. Result ID: 698dd93effc3901de09912e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea23927.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Zhu et al.

B-T Score: 0.337. Result ID: 698d7c968b517eb43321df2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62161e209131ce9f772c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Lalonde and Efros

B-T Score: 0.26. Result ID: 698d7c968b517eb43321df2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68a81e209131cea1d7e8.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.