# Multimodal Image Synthesis on DeepFashion

Source: [Multimodal Image Synthesis on DeepFashion](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion>)

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

Data updated: 2026-02-26T05:44:46.027Z

Evaluation of models performing multimodal image synthesis on the DeepFashion dataset, typically assessed using perceptual quality metrics (FID, LPIPS) alongside specialized metrics like mCSD, mOCD, mHE, and SHE.

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 | Multimodal Image Synthesis |
| Dataset (including any stated split) | DeepFashion |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 0 of 0 |
| 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/multimodal-image-synthesis-on-deepfashion.md?metric=FID>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [mCSD](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=mCSD>): Lower is better; unit: SCALAR.

- [mOCD](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=mOCD>): Lower is better; unit: SCALAR.

- [mHE](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=mHE>): Lower is better; unit: SCALAR.

- [SHE](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=SHE>): Lower is better; unit: SCALAR.

- [mISD](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=mISD>): Lower is better; unit: SCALAR.

- [mOID](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=mOID>): Lower is better; unit: SCALAR.

- [IHE](<https://www.sota2.com/research/sota/multimodal-image-synthesis-on-deepfashion.md?metric=IHE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |

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