# Subject Swapping on DreamEditBench

Source: [Subject Swapping on DreamEditBench](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench>)

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

Data updated: 2026-02-26T05:40:17.730Z

Evaluation of models performing subject swapping tasks using the DreamEditBench dataset, assessed using DINO, CLIP-I, and ImageReward metrics.

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 | Subject Swapping |
| Dataset (including any stated split) | DreamEditBench |
| Metric | DINO Subject Score |
| 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

- [DINO Subject Score](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench.md?metric=DINO%20Subject%20Score>): Higher is better; unit: SCALAR.

- [DINO Background Score](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench.md?metric=DINO%20Background%20Score>): Higher is better; unit: SCALAR.

- [CLIP-I Subject Score](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench.md?metric=CLIP-I%20Subject%20Score>): Higher is better; unit: SCALAR.

- [CLIP-I Background Score](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench.md?metric=CLIP-I%20Background%20Score>): Higher is better; unit: SCALAR.

- [ImageReward](<https://www.sota2.com/research/sota/subject-swapping-on-dreameditbench.md?metric=ImageReward>): Higher is better; unit: SCALAR.

## Recorded results

| Method | DINO Subject Score | Result date | Report paper |
| --- | --- | --- | --- |
| MCA-Ctrl | 0.6433 | Not recorded | 68fa78591e209131cea77e2d |
| DreamBooth | 0.64 | Not recorded | 68fa78591e209131cea77e2d |
| MCA-Ctrl | 0.6327 | Not recorded | 68fa78591e209131cea77e2d |
| PHOTOSWAP | 0.6307 | Not recorded | 68fa78591e209131cea77e2d |
| BLIP-Diffusion | 0.6155 | Not recorded | 68fa78591e209131cea77e2d |
| DreamEditor | 0.564 | Not recorded | 68fa78591e209131cea77e2d |
| DreamEditor | 0.546 | Not recorded | 68fa78591e209131cea77e2d |
| Customized-DiffEdit | 0.51 | Not recorded | 68fa78591e209131cea77e2d |

### MCA-Ctrl

DINO Subject Score: 0.6433. Result ID: 699586e63badfaffe67fd5d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Implementation](<https://github.com/yanghan-yh/MCA-Ctrl>)

Recorded evaluation configuration: {"parameters":"Specified"}. This record does not assert independent reproduction.

### DreamBooth

DINO Subject Score: 0.64. Result ID: 699586e63badfaffe67fd5d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d81.md>)

[Implementation](<https://dreambooth.github.io/>)

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

### MCA-Ctrl

DINO Subject Score: 0.6327. Result ID: 699586e63badfaffe67fd5d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Implementation](<https://github.com/yanghan-yh/MCA-Ctrl>)

Recorded evaluation configuration: {"parameters":"Uniform"}. This record does not assert independent reproduction.

### PHOTOSWAP

DINO Subject Score: 0.6307. Result ID: 699586e63badfaffe67fd5d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f951e209131cea46728.md>)

[Implementation](<https://photoswap.github.io/>)

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

### BLIP-Diffusion

DINO Subject Score: 0.6155. Result ID: 699586e63badfaffe67fd5d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe21e209131cea47e53.md>)

[Implementation](<https://github.com/salesforce/LAVIS/tree/main/projects/blip-diffusion>)

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

### DreamEditor

DINO Subject Score: 0.564. Result ID: 699586e63badfaffe67fd5d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a4bc.md>)

Recorded evaluation configuration: {"iterations":5}. This record does not assert independent reproduction.

### DreamEditor

DINO Subject Score: 0.546. Result ID: 699586e63badfaffe67fd5d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70541e209131cea4a4bc.md>)

Recorded evaluation configuration: {"t-iteration":1}. This record does not assert independent reproduction.

### Customized-DiffEdit

DINO Subject Score: 0.51. Result ID: 699586e63badfaffe67fd5d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78591e209131cea77e2d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbe1e209131cea3bc66.md>)

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

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