# Image Sentiment Transfer on EmoSpace Set

Source: [Image Sentiment Transfer on EmoSpace Set](<https://www.sota2.com/research/sota/image-sentiment-transfer-on-emospace-set>)

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

Data updated: 2026-02-26T06:03:26.009Z

Evaluation of Image Sentiment Transfer performance on the EmoSpace Set dataset, typically measured using image quality and reconstruction metrics such as SSIM, Reconstructed Error, 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 | Image Sentiment Transfer |
| Dataset (including any stated split) | EmoSpace Set |
| Metric | SSIM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [SSIM](<https://www.sota2.com/research/sota/image-sentiment-transfer-on-emospace-set.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [Reconstructed Error](<https://www.sota2.com/research/sota/image-sentiment-transfer-on-emospace-set.md?metric=Reconstructed%20Error>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/image-sentiment-transfer-on-emospace-set.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | SSIM | Result date | Report paper |
| --- | --- | --- | --- |
| EmoLat | 61.54 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| AIF | 60.9 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| TxST | 53.09 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| Clipstyler | 50.51 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| Ldast | 46.5 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| SpectralCLIP | 41.56 | Not recorded | 69705d5fe25ad2fa9d1ece45 |

### EmoLat

SSIM: 61.54. Result ID: 6997b15a5698665ec40789d3.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AIF

SSIM: 60.9. Result ID: 6997b15a5698665ec40789d2.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TxST

SSIM: 53.09. Result ID: 6997b15a5698665ec40789d0.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Clipstyler

SSIM: 50.51. Result ID: 6997b15a5698665ec40789ce.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Implementation](<https://github.com/cyclomon/CLIPstyler>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Ldast

SSIM: 46.5. Result ID: 6997b15a5698665ec40789d1.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfb1e209131cea371a4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SpectralCLIP

SSIM: 41.56. Result ID: 6997b15a5698665ec40789cf.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef30.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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