# Text-to-Image Generation on DrawBench (VS, ImageReward, ClipScore, SPP)

Source: [Text-to-Image Generation on DrawBench (VS, ImageReward, ClipScore, SPP)](<https://www.sota2.com/research/sota/text-to-image-generation-on-drawbench-vs-imagereward-clipscore-spp>)

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

Data updated: 2026-02-26T06:08:04.807Z

Evaluation of Text-to-Image generation models on the DrawBench dataset, focusing on performance measured by VS, ImageReward, ClipScore, and SPP metrics.

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 Generation |
| Dataset (including any stated split) | DrawBench |
| Metric | VS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [VS](<https://www.sota2.com/research/sota/text-to-image-generation-on-drawbench-vs-imagereward-clipscore-spp.md?metric=VS>): Higher is better; unit: SCALAR.

- [ImageReward](<https://www.sota2.com/research/sota/text-to-image-generation-on-drawbench-vs-imagereward-clipscore-spp.md?metric=ImageReward>): Higher is better; unit: SCALAR.

- [ClipScore](<https://www.sota2.com/research/sota/text-to-image-generation-on-drawbench-vs-imagereward-clipscore-spp.md?metric=ClipScore>): Higher is better; unit: SCALAR.

- [SPP](<https://www.sota2.com/research/sota/text-to-image-generation-on-drawbench-vs-imagereward-clipscore-spp.md?metric=SPP>): Higher is better; unit: SCALAR.

## Recorded results

| Method | VS | Result date | Report paper |
| --- | --- | --- | --- |
| GASS | 8.847 | Not recorded | 6997ea7209c33900fcd76506 |
| CADS | 8.784 | Not recorded | 6997ea7209c33900fcd76506 |
| IG | 8.761 | Not recorded | 6997ea7209c33900fcd76506 |
| SPELL | 8.726 | Not recorded | 6997ea7209c33900fcd76506 |
| PG | 8.637 | Not recorded | 6997ea7209c33900fcd76506 |
| Vanilla Guidance (CFG) | 8.599 | Not recorded | 6997ea7209c33900fcd76506 |
| GASS | 8.212 | Not recorded | 6997ea7209c33900fcd76506 |
| SPELL | 8.166 | Not recorded | 6997ea7209c33900fcd76506 |
| CADS | 8.118 | Not recorded | 6997ea7209c33900fcd76506 |
| Vanilla Guidance (CFG) | 8.115 | Not recorded | 6997ea7209c33900fcd76506 |
| PG | 8.002 | Not recorded | 6997ea7209c33900fcd76506 |
| IG | 8.002 | Not recorded | 6997ea7209c33900fcd76506 |

### GASS

VS: 8.847. Result ID: 699b08845698665ec49b1bb6.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### CADS

VS: 8.784. Result ID: 699b08845698665ec49b1bb3.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73261e209131cea5ab3e.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### IG

VS: 8.761. Result ID: 699b08845698665ec49b1bb4.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea6889d.md>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### SPELL

VS: 8.726. Result ID: 699b08845698665ec49b1bb5.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d21e209131cea7a9a2.md>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### PG

VS: 8.637. Result ID: 699b08845698665ec49b1bb2.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea500fd.md>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### Vanilla Guidance (CFG)

VS: 8.599. Result ID: 699b08845698665ec49b1bb1.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction.

### GASS

VS: 8.212. Result ID: 699b08845698665ec49b1bbc.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

### SPELL

VS: 8.166. Result ID: 699b08845698665ec49b1bbb.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d21e209131cea7a9a2.md>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

### CADS

VS: 8.118. Result ID: 699b08845698665ec49b1bb9.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73261e209131cea5ab3e.md>)

[Implementation](<https://github.com/CompVis/latent-diffusion>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

### Vanilla Guidance (CFG)

VS: 8.115. Result ID: 699b08845698665ec49b1bb7.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1e1e209131cea37e43.md>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

### PG

VS: 8.002. Result ID: 699b08845698665ec49b1bb8.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea500fd.md>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

### IG

VS: 8.002. Result ID: 699b08845698665ec49b1bba.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea7209c33900fcd76506.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea6889d.md>)

Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction.

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