# Multi-image Composition on MICON-Bench uniformly sampled subset

Source: [Multi-image Composition on MICON-Bench uniformly sampled subset](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset>)

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

Data updated: 2026-02-26T05:54:09.353Z

Evaluation of multi-image composition capabilities using a uniformly sampled subset of the MICON-Bench dataset, reporting performance across detailed criteria including Object, Spatial, Attribute, Component, Foreground/Background interaction, and Story coherence.

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 | Multi-image Composition |
| Dataset (including any stated split) | MICON-Bench uniformly sampled subset |
| Metric | Object Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Object Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Object%20Score>): Higher is better; unit: PERCENT.

- [Spatial Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Spatial%20Score>): Higher is better; unit: PERCENT.

- [Attribute Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Attribute%20Score>): Higher is better; unit: PERCENT.

- [Component Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Component%20Score>): Higher is better; unit: PERCENT.

- [FG/BG Interaction Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=FG%2FBG%20Interaction%20Score>): Higher is better; unit: PERCENT.

- [Story Coherence Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Story%20Coherence%20Score>): Higher is better; unit: PERCENT.

- [Average Composition Score](<https://www.sota2.com/research/sota/multi-image-composition-on-micon-bench-uniformly-sampled-subset.md?metric=Average%20Composition%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Object Score | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-Image | 92.9 | Not recorded | 699d30c46017c4460ffab7e4 |
| Nano-Banana | 92.45 | Not recorded | 699d30c46017c4460ffab7e4 |
| Nano-Banana-Pro | 90 | Not recorded | 699d30c46017c4460ffab7e4 |
| DreamOmni2 | 90 | Not recorded | 699d30c46017c4460ffab7e4 |
| BAGEL + DAR | 89.67 | Not recorded | 699d30c46017c4460ffab7e4 |
| Qwen-Image-Edit-2507 | 89.4 | Not recorded | 699d30c46017c4460ffab7e4 |
| OmniGen2 + DAR | 88.76 | Not recorded | 699d30c46017c4460ffab7e4 |
| BAGEL | 88.24 | Not recorded | 699d30c46017c4460ffab7e4 |
| OmniGen2 | 86.2 | Not recorded | 699d30c46017c4460ffab7e4 |
| UNO | 56.03 | Not recorded | 699d30c46017c4460ffab7e4 |

### GPT-Image

Object Score: 92.9. Result ID: 699e4eb25698665ec40d7d58.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Nano-Banana

Object Score: 92.45. Result ID: 699e4eb25698665ec40d7d57.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Nano-Banana-Pro

Object Score: 90. Result ID: 699e4eb25698665ec40d7d56.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DreamOmni2

Object Score: 90. Result ID: 699e4eb25698665ec40d7d5a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bec1e209131cea8b53f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### BAGEL + DAR

Object Score: 89.67. Result ID: 699e4eb25698665ec40d7d5d.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: {"Dynamic Attention Rebalancing":true}. This record does not assert independent reproduction.

### Qwen-Image-Edit-2507

Object Score: 89.4. Result ID: 699e4eb25698665ec40d7d5b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a6a1e209131cea83137.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OmniGen2 + DAR

Object Score: 88.76. Result ID: 699e4eb25698665ec40d7d5f.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: {"Dynamic Attention Rebalancing":true}. This record does not assert independent reproduction.

### BAGEL

Object Score: 88.24. Result ID: 699e4eb25698665ec40d7d5c.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OmniGen2

Object Score: 86.2. Result ID: 699e4eb25698665ec40d7d5e.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UNO

Object Score: 56.03. Result ID: 699e4eb25698665ec40d7d59.

[Reporting paper](<https://www.sota2.com/research/paper/699d30c46017c4460ffab7e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77cb1e209131cea75602.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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