# Object Synthesis Quality Evaluation on Visual Genome (VG) (test)

Source: [Object Synthesis Quality Evaluation on Visual Genome (VG) (test)](<https://www.sota2.com/research/sota/object-synthesis-quality-evaluation-on-visual-genome-vg-test>)

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

Data updated: 2026-02-26T05:38:03.871Z

Evaluation of models performing Object Synthesis Quality Evaluation on the test split of the Visual Genome dataset, measured using metrics such as CAS.

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 synthesis quality evaluation |
| Dataset (including any stated split) | Visual Genome (VG) (test) |
| Metric | CAS |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [CAS](<https://www.sota2.com/research/sota/object-synthesis-quality-evaluation-on-visual-genome-vg-test.md?metric=CAS>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CAS | Result date | Report paper |
| --- | --- | --- | --- |
| Real Images | 48.07 | Not recorded | 68fa699e1e209131cea23203 |
| LostGAN-V2 | 29.35 | Not recorded | 68fa699e1e209131cea23203 |
| LostGAN-V1 | 28.85 | Not recorded | 68fa699e1e209131cea23203 |
| LostGAN-V2 | 28.81 | Not recorded | 68fa699e1e209131cea23203 |
| LostGAN-V1 | 27.5 | Not recorded | 68fa699e1e209131cea23203 |
| Layout2Im | 23.25 | Not recorded | 68fa699e1e209131cea23203 |

### Real Images

CAS: 48.07. Result ID: 698dc7868b517eb43323ad24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

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

### LostGAN-V2

CAS: 29.35. Result ID: 698dc7868b517eb43323ad22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Implementation](<https://github.com/iVMCL/LostGANs>)

Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction.

### LostGAN-V1

CAS: 28.85. Result ID: 698dc7868b517eb43323ad21.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Implementation](<https://github.com/iVMCL/LostGANs>)

Recorded evaluation configuration: {"Resolution":"128x128"}. This record does not assert independent reproduction.

### LostGAN-V2

CAS: 28.81. Result ID: 698dc7868b517eb43323ad23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Implementation](<https://github.com/iVMCL/LostGANs>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### LostGAN-V1

CAS: 27.5. Result ID: 698dc7868b517eb43323ad20.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

[Implementation](<https://github.com/iVMCL/LostGANs>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

### Layout2Im

CAS: 23.25. Result ID: 698dc7868b517eb43323ad1f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699e1e209131cea23203.md>)

Recorded evaluation configuration: {"Resolution":"64x64"}. This record does not assert independent reproduction.

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