# Text-to-Image on Hornify

Source: [Text-to-Image on Hornify](<https://www.sota2.com/research/sota/text-to-image-on-hornify>)

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

Data updated: 2026-04-03T07:04:01.072Z

Evaluation of Text-to-Image generation models on the Hornify dataset, reporting scores including FID and CLIP similarity.

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 | Text-to-Image |
| Dataset (including any stated split) | Hornify |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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/text-to-image-on-hornify.md?metric=FID>): Lower is better; unit: SCALAR.

- [CLIP Similarity](<https://www.sota2.com/research/sota/text-to-image-on-hornify.md?metric=CLIP%20Similarity>): Higher is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StelLA | 167.53 | Not recorded | 68fa7bd51e209131cea8ac98 |
| StelLA | 177.51 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 179.58 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 180.48 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 185.4 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 188.11 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 212.9 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 214.41 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 294.59 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 295.15 | Not recorded | 68fa7bd51e209131cea8ac98 |

### StelLA

FID: 167.53. Result ID: 69cf664447f34ce924b8b767.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Base Model":"SD 1.5","Trainable Parameters (%)":"0.093"}. This record does not assert independent reproduction.

### StelLA

FID: 177.51. Result ID: 69cf664447f34ce924b8b76c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Base Model":"SD 2.0","Trainable Parameters (%)":"0.096"}. This record does not assert independent reproduction.

### DoRA

FID: 179.58. Result ID: 69cf664447f34ce924b8b765.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f393.md>)

[Implementation](<https://github.com/NVlabs/DoRA>)

Recorded evaluation configuration: {"Base Model":"SD 1.5","Trainable Parameters (%)":"0.104"}. This record does not assert independent reproduction.

### LoRA

FID: 180.48. Result ID: 69cf664447f34ce924b8b764.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Base Model":"SD 1.5","Trainable Parameters (%)":"0.093"}. This record does not assert independent reproduction.

### DoRA

FID: 185.4. Result ID: 69cf664447f34ce924b8b76a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f393.md>)

[Implementation](<https://github.com/NVlabs/DoRA>)

Recorded evaluation configuration: {"Base Model":"SD 2.0","Trainable Parameters (%)":"0.107"}. This record does not assert independent reproduction.

### LoRA

FID: 188.11. Result ID: 69cf664447f34ce924b8b769.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Base Model":"SD 2.0","Trainable Parameters (%)":"0.096"}. This record does not assert independent reproduction.

### w/o finetune

FID: 212.9. Result ID: 69cf664447f34ce924b8b763.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Base Model":"SD 1.5","Trainable Parameters (%)":"-"}. This record does not assert independent reproduction.

### w/o finetune

FID: 214.41. Result ID: 69cf664447f34ce924b8b768.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Base Model":"SD 2.0","Trainable Parameters (%)":"-"}. This record does not assert independent reproduction.

### PiSSA

FID: 294.59. Result ID: 69cf664447f34ce924b8b76b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea75a24.md>)

[Implementation](<https://github.com/GraphPKU/PiSSA>)

Recorded evaluation configuration: {"Base Model":"SD 2.0","Trainable Parameters (%)":"0.096"}. This record does not assert independent reproduction.

### PiSSA

FID: 295.15. Result ID: 69cf664447f34ce924b8b766.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea75a24.md>)

[Implementation](<https://github.com/GraphPKU/PiSSA>)

Recorded evaluation configuration: {"Base Model":"SD 1.5","Trainable Parameters (%)":"0.093"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.