# Conditional layout generation (Category to Size and Position) on Rico

Source: [Conditional layout generation (Category to Size and Position) on Rico](<https://www.sota2.com/research/sota/conditional-layout-generation-category-to-size-and-position-on-rico>)

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

Data updated: 2026-02-26T05:44:20.944Z

Evaluation of models performing conditional layout generation (specifying category, size, and position) on the Rico dataset, using metrics like FID and Max.

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 | Conditional layout generation (Category to Size and Position) |
| Dataset (including any stated split) | Rico |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [FID](<https://www.sota2.com/research/sota/conditional-layout-generation-category-to-size-and-position-on-rico.md?metric=FID>): Lower is better; unit: SCALAR.

- [Max Score](<https://www.sota2.com/research/sota/conditional-layout-generation-category-to-size-and-position-on-rico.md?metric=Max%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Real data | 1.85 | Not recorded | 68fa6ec31e209131cea41d4f |
| Real data | 1.85 | Not recorded | 68fa6ec31e209131cea41d4f |
| Real data | 1.85 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutDM | 2.22 | Not recorded | 68fa6ec31e209131cea41d4f |
| BART | 3.18 | Not recorded | 68fa6ec31e209131cea41d4f |
| VQDiffusion | 3.21 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutDM | 3.55 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutTrans | 3.71 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutTrans | 3.73 | Not recorded | 68fa6ec31e209131cea41d4f |
| BART | 3.97 | Not recorded | 68fa6ec31e209131cea41d4f |
| VQDiffusion | 4.34 | Not recorded | 68fa6ec31e209131cea41d4f |
| BLT | 4.48 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutTrans | 5.57 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutGAN++ | 6.22 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutGAN++ | 6.84 | Not recorded | 68fa6ec31e209131cea41d4f |
| MaskGIT | 8.05 | Not recorded | 68fa6ec31e209131cea41d4f |
| BART | 8.87 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutDM | 9 | Not recorded | 68fa6ec31e209131cea41d4f |
| VQDiffusion | 11 | Not recorded | 68fa6ec31e209131cea41d4f |
| BLT | 17.4 | Not recorded | 68fa6ec31e209131cea41d4f |
| MaskGIT | 26.1 | Not recorded | 68fa6ec31e209131cea41d4f |
| NDN-none | 28.4 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutVAE | 30.6 | Not recorded | 68fa6ec31e209131cea41d4f |
| LayoutVAE | 33.3 | Not recorded | 68fa6ec31e209131cea41d4f |
| MaskGIT | 33.5 | Not recorded | 68fa6ec31e209131cea41d4f |
| NDN-none | 62.8 | Not recorded | 68fa6ec31e209131cea41d4f |
| BLT | 117 | Not recorded | 68fa6ec31e209131cea41d4f |

### Real data

FID: 1.85. Result ID: 69903e073a6c314849ff2e24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

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

### Real data

FID: 1.85. Result ID: 69903e073a6c314849ff2e38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

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

### Real data

FID: 1.85. Result ID: 69903e073a6c314849ff2e49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

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

### LayoutDM

FID: 2.22. Result ID: 69903e073a6c314849ff2e37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Implementation](<https://cyberagentailab.github.io/layout-dm>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### BART

FID: 3.18. Result ID: 69903e073a6c314849ff2e35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fff.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### VQDiffusion

FID: 3.21. Result ID: 69903e073a6c314849ff2e36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf51e209131cea3138c.md>)

[Implementation](<https://github.com/cientgu/VQ-Diffusion>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutDM

FID: 3.55. Result ID: 69903e073a6c314849ff2e23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Implementation](<https://cyberagentailab.github.io/layout-dm>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutTrans

FID: 3.71. Result ID: 69903e073a6c314849ff2e43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af01e209131cea2b34c.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutTrans

FID: 3.73. Result ID: 69903e073a6c314849ff2e32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af01e209131cea2b34c.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### BART

FID: 3.97. Result ID: 69903e073a6c314849ff2e21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fff.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### VQDiffusion

FID: 4.34. Result ID: 69903e073a6c314849ff2e22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf51e209131cea3138c.md>)

[Implementation](<https://github.com/cientgu/VQ-Diffusion>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### BLT

FID: 4.48. Result ID: 69903e073a6c314849ff2e34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d131e209131cea377e7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutTrans

FID: 5.57. Result ID: 69903e073a6c314849ff2e1e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af01e209131cea2b34c.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutGAN++

FID: 6.22. Result ID: 69903e073a6c314849ff2e31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea28689.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### LayoutGAN++

FID: 6.84. Result ID: 69903e073a6c314849ff2e1d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7a1e209131cea28689.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### MaskGIT

FID: 8.05. Result ID: 69903e073a6c314849ff2e33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc61e209131cea303c7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### BART

FID: 8.87. Result ID: 69903e073a6c314849ff2e46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66921e209131cea10fff.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### LayoutDM

FID: 9. Result ID: 69903e073a6c314849ff2e48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Implementation](<https://cyberagentailab.github.io/layout-dm>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### VQDiffusion

FID: 11. Result ID: 69903e073a6c314849ff2e47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf51e209131cea3138c.md>)

[Implementation](<https://github.com/cientgu/VQ-Diffusion>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### BLT

FID: 17.4. Result ID: 69903e073a6c314849ff2e20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d131e209131cea377e7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### MaskGIT

FID: 26.1. Result ID: 69903e073a6c314849ff2e1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc61e209131cea303c7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### NDN-none

FID: 28.4. Result ID: 69903e073a6c314849ff2e1c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197a5.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### LayoutVAE

FID: 30.6. Result ID: 69903e073a6c314849ff2e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d5e.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### LayoutVAE

FID: 33.3. Result ID: 69903e073a6c314849ff2e1b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0e1e209131cea25d5e.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### MaskGIT

FID: 33.5. Result ID: 69903e073a6c314849ff2e44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc61e209131cea303c7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models"}. This record does not assert independent reproduction.

### NDN-none

FID: 62.8. Result ID: 69903e073a6c314849ff2e30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f71e209131cea197a5.md>)

Recorded evaluation configuration: {"Model Type":"Task-specific models"}. This record does not assert independent reproduction.

### BLT

FID: 117. Result ID: 69903e073a6c314849ff2e45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ec31e209131cea41d4f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d131e209131cea377e7.md>)

Recorded evaluation configuration: {"Model Type":"Task-agnostic models","Vocabulary":"Trained with \[PAD\] as additional vocabulary"}. This record does not assert independent reproduction.

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