# Deblurring on ImageNet (LPIPS, KID, FID)

Source: [Deblurring on ImageNet (LPIPS, KID, FID)](<https://www.sota2.com/research/sota/deblurring-on-imagenet-lpips-kid-fid>)

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

Data updated: 2026-02-26T05:48:15.117Z

Evaluation of image deblurring performance on the ImageNet dataset, measured using LPIPS, KID, 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 | Deblurring |
| Dataset (including any stated split) | ImageNet |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower 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

- [LPIPS](<https://www.sota2.com/research/sota/deblurring-on-imagenet-lpips-kid-fid.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [KID](<https://www.sota2.com/research/sota/deblurring-on-imagenet-lpips-kid-fid.md?metric=KID>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/deblurring-on-imagenet-lpips-kid-fid.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| IGDM | 0.259 | Not recorded | 68fa75751e209131cea680e8 |
| C-IGDM | 0.268 | Not recorded | 68fa75751e209131cea680e8 |
| C-IGDM | 0.272 | Not recorded | 68fa75751e209131cea680e8 |
| C-IGDM | 0.272 | Not recorded | 68fa75751e209131cea680e8 |
| IGDM | 0.294 | Not recorded | 68fa75751e209131cea680e8 |
| DDRM | 0.336 | Not recorded | 68fa75751e209131cea680e8 |
| IGDM | 0.349 | Not recorded | 68fa75751e209131cea680e8 |
| DPS | 0.619 | Not recorded | 68fa75751e209131cea680e8 |

### IGDM

LPIPS: 0.259. Result ID: 6993c3383a6c31484918579b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db30.md>)

Recorded evaluation configuration: {"NFE":20}. This record does not assert independent reproduction.

### C-IGDM

LPIPS: 0.268. Result ID: 6993c3383a6c314849185798.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Implementation](<https://github.com/mandt-lab/CI2RM>)

Recorded evaluation configuration: {"NFE":20}. This record does not assert independent reproduction.

### C-IGDM

LPIPS: 0.272. Result ID: 6993c3383a6c314849185796.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Implementation](<https://github.com/mandt-lab/CI2RM>)

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

### C-IGDM

LPIPS: 0.272. Result ID: 6993c3383a6c314849185797.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Implementation](<https://github.com/mandt-lab/CI2RM>)

Recorded evaluation configuration: {"NFE":10}. This record does not assert independent reproduction.

### IGDM

LPIPS: 0.294. Result ID: 6993c3383a6c31484918579a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db30.md>)

Recorded evaluation configuration: {"NFE":10}. This record does not assert independent reproduction.

### DDRM

LPIPS: 0.336. Result ID: 6993c3383a6c31484918579d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"NFE":10}. This record does not assert independent reproduction.

### IGDM

LPIPS: 0.349. Result ID: 6993c3383a6c314849185799.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70da1e209131cea4db30.md>)

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

### DPS

LPIPS: 0.619. Result ID: 6993c3383a6c31484918579c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"NFE":10}. This record does not assert independent reproduction.

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