# Image-to-Image Translation on Food-10

Source: [Image-to-Image Translation on Food-10](<https://www.sota2.com/research/sota/image-to-image-translation-on-food-10>)

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

Data updated: 2026-02-26T06:10:08.728Z

Evaluation of Image-to-Image Translation performance on the Food-10 dataset, measured using mFID, D, and C metrics.

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-to-Image Translation |
| Dataset (including any stated split) | Food-10 |
| Metric | mFID |
| 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

- [mFID](<https://www.sota2.com/research/sota/image-to-image-translation-on-food-10.md?metric=mFID>): Lower is better; unit: SCALAR.

- [D](<https://www.sota2.com/research/sota/image-to-image-translation-on-food-10.md?metric=D>): Lower is better; unit: SCALAR.

- [C](<https://www.sota2.com/research/sota/image-to-image-translation-on-food-10.md?metric=C>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mFID | Result date | Report paper |
| --- | --- | --- | --- |
| LANIT | 48.08 | Not recorded | 68fa6f291e209131cea44292 |
| Kim et al. | 49.34 | Not recorded | 68fa6f291e209131cea44292 |
| TUNIT | 52.2 | Not recorded | 68fa6f291e209131cea44292 |
| Smoothing | 61.13 | Not recorded | 68fa6f291e209131cea44292 |
| StarGAN2 | 65.03 | Not recorded | 68fa6f291e209131cea44292 |

### LANIT

mFID: 48.08. Result ID: 6990a9813a6c314849023e31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Implementation](<https://www.sota2.com/github.com/KU-CVLAB/LANIT>)

Recorded evaluation configuration: {"Supervision":"textual domain descriptions"}. This record does not assert independent reproduction.

### Kim et al.

mFID: 49.34. Result ID: 6990a9813a6c314849023e30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c161e209131cea3210e.md>)

Recorded evaluation configuration: {"Supervision":"unsupervised"}. This record does not assert independent reproduction.

### TUNIT

mFID: 52.2. Result ID: 6990a9813a6c314849023e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a971e209131cea29284.md>)

Recorded evaluation configuration: {"Supervision":"unsupervised"}. This record does not assert independent reproduction.

### Smoothing

mFID: 61.13. Result ID: 6990a9813a6c314849023e2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a261e209131cea265f4.md>)

Recorded evaluation configuration: {"Supervision":"supervised"}. This record does not assert independent reproduction.

### StarGAN2

mFID: 65.03. Result ID: 6990a9813a6c314849023e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea44292.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

Recorded evaluation configuration: {"Supervision":"supervised"}. This record does not assert independent reproduction.

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