# Text-to-Image on ElementFire

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

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

Data updated: 2026-04-03T07:04:01.001Z

Evaluation of Text-to-Image generation performance on the ElementFire dataset, reporting FID and CLIP scores.

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) | ElementFire |
| 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-elementfire.md?metric=FID>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StelLA | 194.41 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 194.53 | Not recorded | 68fa7bd51e209131cea8ac98 |
| StelLA | 194.71 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 197.12 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 200.77 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 202.49 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 253.66 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 256.01 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 284.23 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 303.18 | Not recorded | 68fa7bd51e209131cea8ac98 |

### StelLA

FID: 194.41. Result ID: 69cf664447f34ce924b8b753.

[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.

### LoRA

FID: 194.53. Result ID: 69cf664447f34ce924b8b755.

[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.

### StelLA

FID: 194.71. Result ID: 69cf664447f34ce924b8b758.

[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: 197.12. Result ID: 69cf664447f34ce924b8b756.

[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.

### DoRA

FID: 200.77. Result ID: 69cf664447f34ce924b8b751.

[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: 202.49. Result ID: 69cf664447f34ce924b8b750.

[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.

### w/o finetune

FID: 253.66. Result ID: 69cf664447f34ce924b8b74f.

[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: 256.01. Result ID: 69cf664447f34ce924b8b754.

[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: 284.23. Result ID: 69cf664447f34ce924b8b757.

[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: 303.18. Result ID: 69cf664447f34ce924b8b752.

[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.

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