# Day-to-Night Image Translation on ECP (val)

Source: [Day-to-Night Image Translation on ECP (val)](<https://www.sota2.com/research/sota/day-to-night-image-translation-on-ecp-val>)

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

Data updated: 2026-05-19T07:21:15.421Z

Evaluation of Day-to-Night Image Translation performance on the validation split of the ECP dataset, measured using FID and WD.

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 | Day-to-Night Image Translation |
| Dataset (including any stated split) | ECP (val) |
| Metric | WD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [WD](<https://www.sota2.com/research/sota/day-to-night-image-translation-on-ecp-val.md?metric=WD>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/day-to-night-image-translation-on-ecp-val.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | WD | Result date | Report paper |
| --- | --- | --- | --- |
| ECP Night subset 1 | 5.6 | Not recorded | 6a0bee87dbc836b87d82c368 |
| Contrastive-SDXL | 11.27 | Not recorded | 6a0bee87dbc836b87d82c368 |
| InstructPix2Pix | 31.8 | Not recorded | 6a0bee87dbc836b87d82c368 |
| ECP Day | 34.8 | Not recorded | 6a0bee87dbc836b87d82c368 |
| CycleGAN-Turbo | 37.4 | Not recorded | 6a0bee87dbc836b87d82c368 |

### ECP Night subset 1

WD: 5.6. Result ID: 6a0c0efbfbc373592c01ac23.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c7bc.md>)

Recorded evaluation configuration: {"Reference Distribution":"ECP Night subset 2"}. This record does not assert independent reproduction.

### Contrastive-SDXL

WD: 11.27. Result ID: 6a0c0efbfbc373592c01ac21.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

Recorded evaluation configuration: {"Reference Distribution":"ECP Night"}. This record does not assert independent reproduction.

### InstructPix2Pix

WD: 31.8. Result ID: 6a0c0efbfbc373592c01ac1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

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

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

Recorded evaluation configuration: {"Reference Distribution":"ECP Night"}. This record does not assert independent reproduction.

### ECP Day

WD: 34.8. Result ID: 6a0c0efbfbc373592c01ac22.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c7bc.md>)

Recorded evaluation configuration: {"Reference Distribution":"ECP Night"}. This record does not assert independent reproduction.

### CycleGAN-Turbo

WD: 37.4. Result ID: 6a0c0efbfbc373592c01ac20.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee87dbc836b87d82c368.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72981e209131cea5769c.md>)

Recorded evaluation configuration: {"Reference Distribution":"ECP Night"}. This record does not assert independent reproduction.

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