# Compositional Image Generation on COCO-MIG Avg

Source: [Compositional Image Generation on COCO-MIG Avg](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-avg>)

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

Data updated: 2026-02-26T05:47:14.391Z

Evaluation of models performing Compositional Image Generation on the COCO-MIG Avg subset/aggregate, utilizing metrics such as Instance Attribute Success Ratio, mIoU, CLIP, and Local CLIP.

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 | Compositional Image Generation |
| Dataset (including any stated split) | COCO-MIG Avg |
| Metric | Instance Attribute Success Ratio |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [Instance Attribute Success Ratio](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-avg.md?metric=Instance%20Attribute%20Success%20Ratio>): Higher is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-avg.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [CLIP Score](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-avg.md?metric=CLIP%20Score>): Higher is better; unit: PERCENT.

- [Local CLIP Score](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-avg.md?metric=Local%20CLIP%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Instance Attribute Success Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| MIGC | 60.41 | Not recorded | 693ba19d6cfd488761a553bf |
| InstanceDiffusion | 58.49 | Not recorded | 693ba19d6cfd488761a553bf |
| 3DIS | 45.23 | Not recorded | 693ba19d6cfd488761a553bf |
| ACE | 40.46 | Not recorded | 693ba19d6cfd488761a553bf |
| ACE | 37.84 | Not recorded | 693ba19d6cfd488761a553bf |
| FKC | 31.99 | Not recorded | 693ba19d6cfd488761a553bf |
| GLIGEN | 28.84 | Not recorded | 693ba19d6cfd488761a553bf |
| FKC | 28.27 | Not recorded | 693ba19d6cfd488761a553bf |
| NR | 21.04 | Not recorded | 693ba19d6cfd488761a553bf |
| NR | 20.24 | Not recorded | 693ba19d6cfd488761a553bf |
| SD3.5-M | 5.86 | Not recorded | 693ba19d6cfd488761a553bf |
| Flux.1-dev | 5.08 | Not recorded | 693ba19d6cfd488761a553bf |
| SDXL | 3.17 | Not recorded | 693ba19d6cfd488761a553bf |
| SD1.5 | 3.11 | Not recorded | 693ba19d6cfd488761a553bf |

### MIGC

Instance Attribute Success Ratio: 60.41. Result ID: 699629935698665ec46ab0cf.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725d1e209131cea55fa3.md>)

[Implementation](<https://migcproject.github.io/>)

Recorded evaluation configuration: {"Backbone":"SD1.4"}. This record does not assert independent reproduction.

### InstanceDiffusion

Instance Attribute Success Ratio: 58.49. Result ID: 699629935698665ec46ab0ce.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72101e209131cea54436.md>)

[Implementation](<https://people.eecs.berkeley.edu/~simxdwang/projects/InstDiff/>)

Recorded evaluation configuration: {"Backbone":"SD1.5"}. This record does not assert independent reproduction.

### 3DIS

Instance Attribute Success Ratio: 45.23. Result ID: 699629935698665ec46ab0d0.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

Recorded evaluation configuration: {"Backbone":"SD1.5"}. This record does not assert independent reproduction.

### ACE

Instance Attribute Success Ratio: 40.46. Result ID: 699629935698665ec46ab0cc.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

Recorded evaluation configuration: {"Backbone":"SD2.1","B (Hyperparameter)":"5"}. This record does not assert independent reproduction.

### ACE

Instance Attribute Success Ratio: 37.84. Result ID: 699629935698665ec46ab0c9.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

Recorded evaluation configuration: {"Backbone":"SD1.5","B (Hyperparameter)":"5"}. This record does not assert independent reproduction.

### FKC

Instance Attribute Success Ratio: 31.99. Result ID: 699629935698665ec46ab0cb.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793c1e209131cea7cc5a.md>)

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

### GLIGEN

Instance Attribute Success Ratio: 28.84. Result ID: 699629935698665ec46ab0cd.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f131e209131cea43bdf.md>)

[Implementation](<https://gligen.github.io/>)

Recorded evaluation configuration: {"Backbone":"SD1.4"}. This record does not assert independent reproduction.

### FKC

Instance Attribute Success Ratio: 28.27. Result ID: 699629935698665ec46ab0c8.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793c1e209131cea7cc5a.md>)

Recorded evaluation configuration: {"Backbone":"SD1.5"}. This record does not assert independent reproduction.

### NR

Instance Attribute Success Ratio: 21.04. Result ID: 699629935698665ec46ab0ca.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

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

### NR

Instance Attribute Success Ratio: 20.24. Result ID: 699629935698665ec46ab0c7.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

Recorded evaluation configuration: {"Backbone":"SD1.5"}. This record does not assert independent reproduction.

### SD3.5-M

Instance Attribute Success Ratio: 5.86. Result ID: 699629935698665ec46ab0c5.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

Recorded evaluation configuration: {"Backbone":"SD3.5-M"}. This record does not assert independent reproduction.

### Flux.1-dev

Instance Attribute Success Ratio: 5.08. Result ID: 699629935698665ec46ab0c6.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

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

### SDXL

Instance Attribute Success Ratio: 3.17. Result ID: 699629935698665ec46ab0c4.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70011e209131cea487fb.md>)

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

### SD1.5

Instance Attribute Success Ratio: 3.11. Result ID: 699629935698665ec46ab0c3.

[Reporting paper](<https://www.sota2.com/research/paper/693ba19d6cfd488761a553bf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c391e209131cea32e4a.md>)

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

Recorded evaluation configuration: {"Backbone":"SD1.5"}. This record does not assert independent reproduction.

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