# Image Inpainting on Places365 (held-out set of 500 images)

Source: [Image Inpainting on Places365 (held-out set of 500 images)](<https://www.sota2.com/research/sota/image-inpainting-on-places365-held-out-set-of-500-images>)

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

Data updated: 2026-02-26T05:44:10.796Z

Evaluation of image inpainting performance on the held-out set of 500 images from Places365, measured using FID and PSNR.

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 Inpainting |
| Dataset (including any stated split) | Places365 Inpainting (held-out set of 500 images) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/image-inpainting-on-places365-held-out-set-of-500-images.md?metric=FID>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/image-inpainting-on-places365-held-out-set-of-500-images.md?metric=PSNR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Boundless | 2.53 | Not recorded | 68fa66371e209131cea0ed63 |
| Boundless (No-Cond) | 2.73 | Not recorded | 68fa66371e209131cea0ed63 |
| PartialConv | 3.7 | Not recorded | 68fa66371e209131cea0ed63 |
| DeepFillv2 | 4.96 | Not recorded | 68fa66371e209131cea0ed63 |

### Boundless

FID: 2.53. Result ID: 698ce0ec8b517eb4331d62bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

Recorded evaluation configuration: {"Mask type":"Inpainting (central square 25%)"}. This record does not assert independent reproduction.

### Boundless (No-Cond)

FID: 2.73. Result ID: 698ce0ec8b517eb4331d62ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

Recorded evaluation configuration: {"Mask type":"Inpainting (central square 25%)","Discriminator conditioning":false}. This record does not assert independent reproduction.

### PartialConv

FID: 3.7. Result ID: 698ce0ec8b517eb4331d62b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa652e1e209131cea08a58.md>)

Recorded evaluation configuration: {"Mask type":"Inpainting (central square 25%)"}. This record does not assert independent reproduction.

### DeepFillv2

FID: 4.96. Result ID: 698ce0ec8b517eb4331d62b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0ed63.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66941e209131cea1110d.md>)

[Implementation](<https://github.com/JiahuiYu/generative_inpainting>)

Recorded evaluation configuration: {"Mask type":"Inpainting (central square 25%)"}. This record does not assert independent reproduction.

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