# Text-to-Image on PickScore 15 (test)

Source: [Text-to-Image on PickScore 15 (test)](<https://www.sota2.com/research/sota/text-to-image-on-pickscore-15-test>)

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

Data updated: 2026-02-26T05:58:01.853Z

Evaluation of Text-to-Image generation performance using the PickScore metric on the test split of the PickScore 15 dataset.

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) | PickScore 15 (test) |
| Metric | PickScore |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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

- [PickScore](<https://www.sota2.com/research/sota/text-to-image-on-pickscore-15-test.md?metric=PickScore>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PickScore | Result date | Report paper |
| --- | --- | --- | --- |
| Individual Expert (Flow-GRPO) | 23.566 | Not recorded | 692689c5d6b0dd3342930642 |
| Individual Expert (Flow-GRPO) | 23.359 | Not recorded | 692689c5d6b0dd3342930642 |
| MapReduce LoRA | 22.951 | Not recorded | 692689c5d6b0dd3342930642 |
| MapReduce LoRA + RaTE | 22.777 | Not recorded | 692689c5d6b0dd3342930642 |
| MapReduce LoRA | 22.552 | Not recorded | 692689c5d6b0dd3342930642 |
| Rewarded Soup | 22.503 | Not recorded | 692689c5d6b0dd3342930642 |
| Rewarded Soup | 22.276 | Not recorded | 692689c5d6b0dd3342930642 |
| MORL-DR | 22.112 | Not recorded | 692689c5d6b0dd3342930642 |
| MORL-D | 22.067 | Not recorded | 692689c5d6b0dd3342930642 |
| Individual Expert (Flow-GRPO) | 22.057 | Not recorded | 692689c5d6b0dd3342930642 |
| MORL-D | 22.026 | Not recorded | 692689c5d6b0dd3342930642 |
| FLUX.1-dev | 22.006 | Not recorded | 692689c5d6b0dd3342930642 |
| Individual Expert (Flow-GRPO) | 21.997 | Not recorded | 692689c5d6b0dd3342930642 |
| Individual Expert (Flow-GRPO) | 21.852 | Not recorded | 692689c5d6b0dd3342930642 |
| MORL-DR | 21.834 | Not recorded | 692689c5d6b0dd3342930642 |
| Individual Expert (Flow-GRPO) | 21.8 | Not recorded | 692689c5d6b0dd3342930642 |
| SD 3.5 M | 21.784 | Not recorded | 692689c5d6b0dd3342930642 |

### Individual Expert (Flow-GRPO)

PickScore: 23.566. Result ID: 699a3c8b5698665ec4c30e44.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Reward":"PickScore"}. This record does not assert independent reproduction.

### Individual Expert (Flow-GRPO)

PickScore: 23.359. Result ID: 699a3c8b5698665ec4c30e3b.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M","Reward":"PickScore"}. This record does not assert independent reproduction.

### MapReduce LoRA

PickScore: 22.951. Result ID: 699a3c8b5698665ec4c30e49.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev"}. This record does not assert independent reproduction.

### MapReduce LoRA + RaTE

PickScore: 22.777. Result ID: 699a3c8b5698665ec4c30e41.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

### MapReduce LoRA

PickScore: 22.552. Result ID: 699a3c8b5698665ec4c30e40.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

### Rewarded Soup

PickScore: 22.503. Result ID: 699a3c8b5698665ec4c30e46.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e61e209131cea4dcbb.md>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev"}. This record does not assert independent reproduction.

### Rewarded Soup

PickScore: 22.276. Result ID: 699a3c8b5698665ec4c30e3d.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70e61e209131cea4dcbb.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

### MORL-DR

PickScore: 22.112. Result ID: 699a3c8b5698665ec4c30e48.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev"}. This record does not assert independent reproduction.

### MORL-D

PickScore: 22.067. Result ID: 699a3c8b5698665ec4c30e3e.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

### Individual Expert (Flow-GRPO)

PickScore: 22.057. Result ID: 699a3c8b5698665ec4c30e43.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Reward":"GenEval"}. This record does not assert independent reproduction.

### MORL-D

PickScore: 22.026. Result ID: 699a3c8b5698665ec4c30e47.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev"}. This record does not assert independent reproduction.

### FLUX.1-dev

PickScore: 22.006. Result ID: 699a3c8b5698665ec4c30e42.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev"}. This record does not assert independent reproduction.

### Individual Expert (Flow-GRPO)

PickScore: 21.997. Result ID: 699a3c8b5698665ec4c30e45.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"FLUX.1-dev","Reward":"OCR"}. This record does not assert independent reproduction.

### Individual Expert (Flow-GRPO)

PickScore: 21.852. Result ID: 699a3c8b5698665ec4c30e3a.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M","Reward":"GenEval"}. This record does not assert independent reproduction.

### MORL-DR

PickScore: 21.834. Result ID: 699a3c8b5698665ec4c30e3f.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

### Individual Expert (Flow-GRPO)

PickScore: 21.8. Result ID: 699a3c8b5698665ec4c30e3c.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a061e209131cea8093f.md>)

[Implementation](<https://github.com/yifan123/flow_grpo>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M","Reward":"OCR"}. This record does not assert independent reproduction.

### SD 3.5 M

PickScore: 21.784. Result ID: 699a3c8b5698665ec4c30e39.

[Reporting paper](<https://www.sota2.com/research/paper/692689c5d6b0dd3342930642.md>)

Recorded evaluation configuration: {"Backbone":"SD 3.5 M"}. This record does not assert independent reproduction.

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