# Text-Guided Image Editing on LEVIR-CC (test)

Source: [Text-Guided Image Editing on LEVIR-CC (test)](<https://www.sota2.com/research/sota/text-guided-image-editing-on-levir-cc-test>)

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

Data updated: 2026-03-17T08:31:13.853Z

Evaluation of Text-Guided Image Editing performance on the LEVIR-CC dataset test split, assessed using metrics SC, PQ, and VIE.

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-Guided Image Editing |
| Dataset (including any stated split) | LEVIR-CC (test) |
| Metric | SC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [SC](<https://www.sota2.com/research/sota/text-guided-image-editing-on-levir-cc-test.md?metric=SC>): Higher is better; unit: SCALAR.

- [PQ](<https://www.sota2.com/research/sota/text-guided-image-editing-on-levir-cc-test.md?metric=PQ>): Higher is better; unit: SCALAR.

- [VIE](<https://www.sota2.com/research/sota/text-guided-image-editing-on-levir-cc-test.md?metric=VIE>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SC | Result date | Report paper |
| --- | --- | --- | --- |
| InstructPix2Pix | 4.98 | Not recorded | 69b8dfe80636e5bf4afbe816 |
| RSEditU-Net | 3.88 | Not recorded | 69b8dfe80636e5bf4afbe816 |
| RSEditDiT | 3.85 | Not recorded | 69b8dfe80636e5bf4afbe816 |
| UltraEdit | 2.45 | Not recorded | 69b8dfe80636e5bf4afbe816 |

### InstructPix2Pix

SC: 4.98. Result ID: 69b9114447f34ce924a19633.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa43.md>)

[Implementation](<https://www.sota2.com/timothybrooks.com/instruct-pix2pix>)

Recorded evaluation configuration: {"zero-shot":"true","training\_dataset":"RSCC"}. This record does not assert independent reproduction.

### RSEditU-Net

SC: 3.88. Result ID: 69b9114447f34ce924a19635.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

Recorded evaluation configuration: {"zero-shot":"true","training\_dataset":"RSCC"}. This record does not assert independent reproduction.

### RSEditDiT

SC: 3.85. Result ID: 69b9114447f34ce924a19636.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

Recorded evaluation configuration: {"zero-shot":"true","training\_dataset":"RSCC"}. This record does not assert independent reproduction.

### UltraEdit

SC: 2.45. Result ID: 69b9114447f34ce924a19634.

[Reporting paper](<https://www.sota2.com/research/paper/69b8dfe80636e5bf4afbe816.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76461e209131cea6c155.md>)

[Implementation](<https://www.sota2.com/ultra-editing.github.io>)

Recorded evaluation configuration: {"zero-shot":"true","training\_dataset":"RSCC"}. This record does not assert independent reproduction.

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