# Single-object editing (Removal) on OBJect (seen objects)

Source: [Single-object editing (Removal) on OBJect (seen objects)](<https://www.sota2.com/research/sota/single-object-editing-removal-on-object-seen-objects>)

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

Data updated: 2026-02-26T05:56:10.342Z

Evaluation of single-object removal performance on the seen objects subset of the OBJect dataset, measured using image quality metrics like PSNR, SSIM, LPIPS, and FID.

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 | Single-object editing (Removal) |
| Dataset (including any stated split) | OBJect (seen objects) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [PSNR](<https://www.sota2.com/research/sota/single-object-editing-removal-on-object-seen-objects.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/single-object-editing-removal-on-object-seen-objects.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/single-object-editing-removal-on-object-seen-objects.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/single-object-editing-removal-on-object-seen-objects.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Neural Assets | 28.86 | Not recorded | 68fa756a1e209131cea67bbc |
| 3DIT | 24.98 | Not recorded | 68fa756a1e209131cea67bbc |
| Chained | 12.49 | Not recorded | 68fa756a1e209131cea67bbc |

### Neural Assets

PSNR: 28.86. Result ID: 6993a14d3a6c3148491765da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756a1e209131cea67bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa756a1e209131cea67bbc.md>)

[Implementation](<https://neural-assets.github.io/>)

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

### 3DIT

PSNR: 24.98. Result ID: 6993a14d3a6c3148491765d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756a1e209131cea67bbc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70181e209131cea48f22.md>)

[Implementation](<https://prior.allenai.org/projects/object-edit>)

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

### Chained

PSNR: 12.49. Result ID: 6993a14d3a6c3148491765d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa756a1e209131cea67bbc.md>)

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

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