# Screentone synthesis on Manga109s

Source: [Screentone synthesis on Manga109s](<https://www.sota2.com/research/sota/screentone-synthesis-on-manga109s>)

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

Data updated: 2026-03-31T10:22:18.259Z

Evaluation of Screentone synthesis models on the Manga109s dataset, assessed using metrics such as FID and CMMD.

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 | Screentone synthesis |
| Dataset (including any stated split) | Manga109s |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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/screentone-synthesis-on-manga109s.md?metric=FID>): Lower is better; unit: SCALAR.

- [CMMD](<https://www.sota2.com/research/sota/screentone-synthesis-on-manga109s.md?metric=CMMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| Inference-time Trajectory Optimization | 36.07 | Not recorded | 69cb552d0636e5bf4afca00b |
| Baseline | 36.08 | Not recorded | 69cb552d0636e5bf4afca00b |
| Noise Inversion | 36.71 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowEdit | 61.32 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowEdit | 68.28 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowChef | 81.88 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowChef | 93.46 | Not recorded | 69cb552d0636e5bf4afca00b |
| Sketch2Manga | 139.09 | Not recorded | 69cb552d0636e5bf4afca00b |

### Inference-time Trajectory Optimization

FID: 36.07. Result ID: 69cba04b47f34ce924b48334.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

Recorded evaluation configuration: {"Model":"Qwen Image Edit 2511"}. This record does not assert independent reproduction.

### Baseline

FID: 36.08. Result ID: 69cba04b47f34ce924b48332.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

Recorded evaluation configuration: {"Model":"Qwen Image Edit 2511"}. This record does not assert independent reproduction.

### Noise Inversion

FID: 36.71. Result ID: 69cba04b47f34ce924b48333.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

Recorded evaluation configuration: {"Model":"Qwen Image Edit 2511"}. This record does not assert independent reproduction.

### FlowEdit

FID: 61.32. Result ID: 69cba04b47f34ce924b48336.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2c1e209131cea818b2.md>)

Recorded evaluation configuration: {"Model":"Qwen Image 2512"}. This record does not assert independent reproduction.

### FlowEdit

FID: 68.28. Result ID: 69cba04b47f34ce924b48338.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a2c1e209131cea818b2.md>)

Recorded evaluation configuration: {"Model":"FLUX.1 \[dev\]"}. This record does not assert independent reproduction.

### FlowChef

FID: 81.88. Result ID: 69cba04b47f34ce924b48335.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

Recorded evaluation configuration: {"Model":"Qwen Image 2512"}. This record does not assert independent reproduction.

### FlowChef

FID: 93.46. Result ID: 69cba04b47f34ce924b48337.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

Recorded evaluation configuration: {"Model":"FLUX.1 \[dev\]"}. This record does not assert independent reproduction.

### Sketch2Manga

FID: 139.09. Result ID: 69cba04b47f34ce924b48339.

[Reporting paper](<https://www.sota2.com/research/paper/69cb552d0636e5bf4afca00b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72831e209131cea56ed5.md>)

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

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