# Watermark Removal on MS-COCO watermarked with DwtDctSvd (32 bits) (test)

Source: [Watermark Removal on MS-COCO watermarked with DwtDctSvd (32 bits) (test)](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test>)

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

Data updated: 2026-03-04T09:14:19.123Z

Evaluation of Watermark Removal performance on a specific watermarked version of the MS-COCO test set, using metrics covering fidelity (PSNR, SSIM, FID) and removal success (BA, ACC, T1%F).

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 | Watermark Removal |
| Dataset (including any stated split) | MS-COCO watermarked with DwtDctSvd (32 bits) (test) |
| Metric | BA |
| Unit | PERCENT |
| 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

- [BA](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=BA>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [T1%F Score](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=T1%25F%20Score>): Higher is better; unit: PERCENT.

- [PSNR](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/watermark-removal-on-ms-coco-watermarked-with-dwtdctsvd-32-bits-test.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | BA | Result date | Report paper |
| --- | --- | --- | --- |
| Watermarked | 100 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Watermarked | 100 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Regen | 64 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Regen | 63 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Rinse | 59 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Rinse | 54 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Ours | 52 | Not recorded | 69a66bde2d603e6de3e3cccd |
| Ours | 52 | Not recorded | 69a66bde2d603e6de3e3cccd |

### Watermarked

BA: 100. Result ID: 69a7f68b6dbb7075b94cff22.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

Recorded evaluation configuration: {"Attack Setting":"Late start, noisy latent"}. This record does not assert independent reproduction.

### Watermarked

BA: 100. Result ID: 69a7f68b6dbb7075b94cff26.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

Recorded evaluation configuration: {"Attack Setting":"Early start, inverse latent"}. This record does not assert independent reproduction.

### Regen

BA: 64. Result ID: 69a7f68b6dbb7075b94cff23.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea68378.md>)

[Implementation](<https://github.com/XuandongZhao/WatermarkAttacker>)

Recorded evaluation configuration: {"Attack Setting":"Late start, noisy latent"}. This record does not assert independent reproduction.

### Regen

BA: 63. Result ID: 69a7f68b6dbb7075b94cff27.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757a1e209131cea68378.md>)

[Implementation](<https://github.com/XuandongZhao/WatermarkAttacker>)

Recorded evaluation configuration: {"Attack Setting":"Early start, inverse latent"}. This record does not assert independent reproduction.

### Rinse

BA: 59. Result ID: 69a7f68b6dbb7075b94cff28.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d37d.md>)

Recorded evaluation configuration: {"Attack Setting":"Early start, inverse latent"}. This record does not assert independent reproduction.

### Rinse

BA: 54. Result ID: 69a7f68b6dbb7075b94cff24.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738f1e209131cea5d37d.md>)

Recorded evaluation configuration: {"Attack Setting":"Late start, noisy latent"}. This record does not assert independent reproduction.

### Ours

BA: 52. Result ID: 69a7f68b6dbb7075b94cff25.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

Recorded evaluation configuration: {"Attack Setting":"Late start, noisy latent"}. This record does not assert independent reproduction.

### Ours

BA: 52. Result ID: 69a7f68b6dbb7075b94cff29.

[Reporting paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66bde2d603e6de3e3cccd.md>)

Recorded evaluation configuration: {"Attack Setting":"Early start, inverse latent"}. This record does not assert independent reproduction.

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