# Compositional Image Generation on COCO-MIG L6

Source: [Compositional Image Generation on COCO-MIG L6](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-l6>)

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

Data updated: 2026-02-26T05:47:14.373Z

Evaluation of models performing Compositional Image Generation specifically on the Level 6 subset of the COCO-MIG dataset, assessed using Instance Attribute Success Ratio and mIoU.

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 L6 |
| Metric | Instance Attribute Success Ratio |
| Unit | PERCENT |
| 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-l6.md?metric=Instance%20Attribute%20Success%20Ratio>): Higher is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/compositional-image-generation-on-coco-mig-l6.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Instance Attribute Success Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| MIGC | 0.5913 | Not recorded | 693ba19d6cfd488761a553bf |
| InstanceDiffusion | 0.5714 | Not recorded | 693ba19d6cfd488761a553bf |
| 3DIS | 0.4122 | Not recorded | 693ba19d6cfd488761a553bf |
| ACE | 0.349 | Not recorded | 693ba19d6cfd488761a553bf |
| ACE | 0.324 | Not recorded | 693ba19d6cfd488761a553bf |
| GLIGEN | 0.2698 | Not recorded | 693ba19d6cfd488761a553bf |
| FKC | 0.2493 | Not recorded | 693ba19d6cfd488761a553bf |
| FKC | 0.2288 | Not recorded | 693ba19d6cfd488761a553bf |
| NR | 0.1954 | Not recorded | 693ba19d6cfd488761a553bf |
| NR | 0.1878 | Not recorded | 693ba19d6cfd488761a553bf |
| SD3.5-M | 0.044 | Not recorded | 693ba19d6cfd488761a553bf |
| Flux.1-dev | 0.0322 | Not recorded | 693ba19d6cfd488761a553bf |
| SDXL | 0.028 | Not recorded | 693ba19d6cfd488761a553bf |
| SD1.5 | 0.0221 | Not recorded | 693ba19d6cfd488761a553bf |

### MIGC

Instance Attribute Success Ratio: 0.5913. Result ID: 699629935698665ec46ab0c1.

[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: 0.5714. Result ID: 699629935698665ec46ab0c0.

[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: 0.4122. Result ID: 699629935698665ec46ab0c2.

[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: 0.349. Result ID: 699629935698665ec46ab0be.

[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: 0.324. Result ID: 699629935698665ec46ab0bb.

[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.

### GLIGEN

Instance Attribute Success Ratio: 0.2698. Result ID: 699629935698665ec46ab0bf.

[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: 0.2493. Result ID: 699629935698665ec46ab0bd.

[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.

### FKC

Instance Attribute Success Ratio: 0.2288. Result ID: 699629935698665ec46ab0ba.

[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: 0.1954. Result ID: 699629935698665ec46ab0b9.

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

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

### NR

Instance Attribute Success Ratio: 0.1878. Result ID: 699629935698665ec46ab0bc.

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

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

### SD3.5-M

Instance Attribute Success Ratio: 0.044. Result ID: 699629935698665ec46ab0b7.

[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: 0.0322. Result ID: 699629935698665ec46ab0b8.

[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: 0.028. Result ID: 699629935698665ec46ab0b6.

[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: 0.0221. Result ID: 699629935698665ec46ab0b5.

[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.

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