# Object-Action composition on FG-TI2I single-entry, Action-referenced

Source: [Object-Action composition on FG-TI2I single-entry, Action-referenced](<https://www.sota2.com/research/sota/object-action-composition-on-fg-ti2i-single-entry-action-referenced>)

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

Data updated: 2026-06-26T07:49:43.766Z

Evaluation of Object-Action composition performance on the FG-TI2I single-entry Action-referenced dataset, measured using CP, DI, and IR 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 | Object-Action composition |
| Dataset (including any stated split) | FG-TI2I single-entry, Action-referenced |
| Metric | CP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [CP](<https://www.sota2.com/research/sota/object-action-composition-on-fg-ti2i-single-entry-action-referenced.md?metric=CP>): Higher is better; unit: PERCENT.

- [DI](<https://www.sota2.com/research/sota/object-action-composition-on-fg-ti2i-single-entry-action-referenced.md?metric=DI>): Higher is better; unit: PERCENT.

- [IR](<https://www.sota2.com/research/sota/object-action-composition-on-fg-ti2i-single-entry-action-referenced.md?metric=IR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CP | Result date | Report paper |
| --- | --- | --- | --- |
| TF-TI2I | 30.7 | Not recorded | 68fa77851e209131cea73cff |
| StyleAlign | 29.3 | Not recorded | 68fa77851e209131cea73cff |
| OmniGen | 28.7 | Not recorded | 68fa77851e209131cea73cff |
| Emu2 | 27.6 | Not recorded | 68fa77851e209131cea73cff |
| MasaCtrl | 27 | Not recorded | 68fa77851e209131cea73cff |

### TF-TI2I

CP: 30.7. Result ID: 6a3e2efefbc373592c5f8d5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

Recorded evaluation configuration: {"Reference Type":"Action"}. This record does not assert independent reproduction.

### StyleAlign

CP: 29.3. Result ID: 6a3e2efefbc373592c5f8d57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533c8.md>)

[Implementation](<https://www.sota2.com/style-aligned-gen.github.io>)

Recorded evaluation configuration: {"Reference Type":"Action"}. This record does not assert independent reproduction.

### OmniGen

CP: 28.7. Result ID: 6a3e2efefbc373592c5f8d58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d81e209131cea6a322.md>)

Recorded evaluation configuration: {"Reference Type":"Action"}. This record does not assert independent reproduction.

### Emu2

CP: 27.6. Result ID: 6a3e2efefbc373592c5f8d59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa732a1e209131cea5add9.md>)

[Implementation](<https://github.com/baaivision/Emu>)

Recorded evaluation configuration: {"Reference Type":"Action"}. This record does not assert independent reproduction.

### MasaCtrl

CP: 27. Result ID: 6a3e2efefbc373592c5f8d56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d42.md>)

Recorded evaluation configuration: {"Reference Type":"Action"}. This record does not assert independent reproduction.

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