# Text-conditioned Change Generation on LEVIR-CC

Source: [Text-conditioned Change Generation on LEVIR-CC](<https://www.sota2.com/research/sota/text-conditioned-change-generation-on-levir-cc>)

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

Data updated: 2026-04-10T06:50:37.476Z

Evaluation of models performing Text-conditioned Change Generation on the LEVIR-CC dataset, measured using FID, IS, and CosSim.

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 | Text-conditioned Change Generation |
| Dataset (including any stated split) | LEVIR-CC |
| Metric | CosSim |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [CosSim](<https://www.sota2.com/research/sota/text-conditioned-change-generation-on-levir-cc.md?metric=CosSim>): Higher is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/text-conditioned-change-generation-on-levir-cc.md?metric=FID>): Lower is better; unit: SCALAR.

- [IS](<https://www.sota2.com/research/sota/text-conditioned-change-generation-on-levir-cc.md?metric=IS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CosSim | Result date | Report paper |
| --- | --- | --- | --- |
| Real Data | 0.89 | Not recorded | 68fa79d61e209131cea7fa39 |
| ChangeBridge | 0.85 | Not recorded | 68fa79d61e209131cea7fa39 |
| ChangeBridge | 0.82 | Not recorded | 68fa79d61e209131cea7fa39 |
| Instruct-Imagen | 0.81 | Not recorded | 68fa79d61e209131cea7fa39 |
| ChangeDiff | 0.79 | Not recorded | 68fa79d61e209131cea7fa39 |
| DreamBooth | 0.76 | Not recorded | 68fa79d61e209131cea7fa39 |

### Real Data

CosSim: 0.89. Result ID: 69d89da347f34ce924c0e6fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

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

### ChangeBridge

CosSim: 0.85. Result ID: 69d89da347f34ce924c0e701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

Recorded evaluation configuration: {"Model architecture":"DiT","Variant":"Ours-T"}. This record does not assert independent reproduction.

### ChangeBridge

CosSim: 0.82. Result ID: 69d89da347f34ce924c0e700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

Recorded evaluation configuration: {"Model architecture":"UNet","Variant":"Ours-U"}. This record does not assert independent reproduction.

### Instruct-Imagen

CosSim: 0.81. Result ID: 69d89da347f34ce924c0e6ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bb1e209131cea52d1d.md>)

Recorded evaluation configuration: {"Alias":"Instruct\*"}. This record does not assert independent reproduction.

### ChangeDiff

CosSim: 0.79. Result ID: 69d89da347f34ce924c0e6fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764d1e209131cea6c421.md>)

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

### DreamBooth

CosSim: 0.76. Result ID: 69d89da347f34ce924c0e6fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d61e209131cea7fa39.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.

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