# Text-to-Image on Expedition

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

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

Data updated: 2026-04-03T07:04:01.040Z

Evaluation of Text-to-Image generation performance on the Expedition 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) | Expedition |
| 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-expedition.md?metric=FID>): Lower is better; unit: SCALAR.

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| StelLA | 146.12 | Not recorded | 68fa7bd51e209131cea8ac98 |
| StelLA | 154.06 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 155.8 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 156.34 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 159.54 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 159.66 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 180.18 | Not recorded | 68fa7bd51e209131cea8ac98 |
| w/o finetune | 180.74 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 267.87 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 291.22 | Not recorded | 68fa7bd51e209131cea8ac98 |

### StelLA

FID: 146.12. Result ID: 69cf664447f34ce924b8b75d.

[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: 154.06. Result ID: 69cf664447f34ce924b8b762.

[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: 155.8. Result ID: 69cf664447f34ce924b8b75b.

[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: 156.34. Result ID: 69cf664447f34ce924b8b75a.

[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: 159.54. Result ID: 69cf664447f34ce924b8b760.

[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: 159.66. Result ID: 69cf664447f34ce924b8b75f.

[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: 180.18. Result ID: 69cf664447f34ce924b8b759.

[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: 180.74. Result ID: 69cf664447f34ce924b8b75e.

[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: 267.87. Result ID: 69cf664447f34ce924b8b761.

[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: 291.22. Result ID: 69cf664447f34ce924b8b75c.

[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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