# Text Removal on Manga109 s

Source: [Text Removal on Manga109 s](<https://www.sota2.com/research/sota/text-removal-on-manga109-s>)

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

Data updated: 2026-03-31T10:22:18.218Z

Evaluation of Text Removal performance on the Manga109 s dataset, measured using image quality metrics like PSNR, SSIM, and LPIPS, both globally and specifically within text regions.

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 | Text Removal |
| Dataset (including any stated split) | Manga109 s |
| Metric | PSNR (Full image) |
| Unit | SCALAR |
| Direction | Higher 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

- [PSNR (Full image)](<https://www.sota2.com/research/sota/text-removal-on-manga109-s.md?metric=PSNR%20(Full%20image)>): Higher is better; unit: SCALAR.

- [SSIM (Full image)](<https://www.sota2.com/research/sota/text-removal-on-manga109-s.md?metric=SSIM%20(Full%20image)>): Higher is better; unit: SCALAR.

- [LPIPS (Full image)](<https://www.sota2.com/research/sota/text-removal-on-manga109-s.md?metric=LPIPS%20(Full%20image)>): Lower is better; unit: SCALAR.

- [PSNR (Text region)](<https://www.sota2.com/research/sota/text-removal-on-manga109-s.md?metric=PSNR%20(Text%20region)>): Higher is better; unit: SCALAR.

- [SSIM (Text region)](<https://www.sota2.com/research/sota/text-removal-on-manga109-s.md?metric=SSIM%20(Text%20region)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR (Full image) | Result date | Report paper |
| --- | --- | --- | --- |
| SickZil-Machine | 24.94 | Not recorded | 69cb552d0636e5bf4afca00b |
| Inference-time Trajectory Optimization | 22.07 | Not recorded | 69cb552d0636e5bf4afca00b |
| Noise Inversion | 20.29 | Not recorded | 69cb552d0636e5bf4afca00b |
| Baseline | 19.62 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowChef | 16.91 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowEdit | 14.48 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowChef | 13.97 | Not recorded | 69cb552d0636e5bf4afca00b |
| FlowEdit | 10.66 | Not recorded | 69cb552d0636e5bf4afca00b |

### SickZil-Machine

PSNR (Full image): 24.94. Result ID: 69cba04b47f34ce924b48331.

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

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

### Inference-time Trajectory Optimization

PSNR (Full image): 22.07. Result ID: 69cba04b47f34ce924b4832c.

[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 2509"}. This record does not assert independent reproduction.

### Noise Inversion

PSNR (Full image): 20.29. Result ID: 69cba04b47f34ce924b4832b.

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

Recorded evaluation configuration: {"Model":"Qwen Image Edit 2509"}. This record does not assert independent reproduction.

### Baseline

PSNR (Full image): 19.62. Result ID: 69cba04b47f34ce924b4832a.

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

Recorded evaluation configuration: {"Model":"Qwen Image Edit 2509"}. This record does not assert independent reproduction.

### FlowChef

PSNR (Full image): 16.91. Result ID: 69cba04b47f34ce924b4832f.

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

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

### FlowEdit

PSNR (Full image): 14.48. Result ID: 69cba04b47f34ce924b48330.

[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

PSNR (Full image): 13.97. Result ID: 69cba04b47f34ce924b4832d.

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

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

### FlowEdit

PSNR (Full image): 10.66. Result ID: 69cba04b47f34ce924b4832e.

[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.

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