# Speaker Erasure on LibriTTS 15 speakers forget set clean 1.0 (test)

Source: [Speaker Erasure on LibriTTS 15 speakers forget set clean 1.0 (test)](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test>)

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

Data updated: 2026-03-10T10:37:11.615Z

Evaluation of speaker erasure performance on the specific 15-speaker subset of the LibriTTS clean test set (v1.0), measured using structural similarity (SSIM/FSSIM) and AUC metrics.

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 | Speaker Erasure |
| Dataset (including any stated split) | LibriTTS 15 speakers forget set clean 1.0 (test) |
| Metric | SSIM (R) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [SSIM (R)](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test.md?metric=SSIM%20(R)>): Higher is better; unit: PERCENT.

- [SSIM (F)](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test.md?metric=SSIM%20(F)>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Avg FSSIM](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test.md?metric=Avg%20FSSIM>): Higher is better; unit: PERCENT.

- [Max FSSIM](<https://www.sota2.com/research/sota/speaker-erasure-on-libritts-15-speakers-forget-set-clean-1-0-test.md?metric=Max%20FSSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | SSIM (R) | Result date | Report paper |
| --- | --- | --- | --- |
| PT + GTF | 87 | Not recorded | 69afa5a92d603e6de3e43d5b |
| EGP | 87 | Not recorded | 69afa5a92d603e6de3e43d5b |
| EGP+Trip. | 85 | Not recorded | 69afa5a92d603e6de3e43d5b |
| TGP | 81 | Not recorded | 69afa5a92d603e6de3e43d5b |
| TGP+Trip. | 81 | Not recorded | 69afa5a92d603e6de3e43d5b |

### PT + GTF

SSIM (R): 87. Result ID: 69aff4486dbb7075b959115c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

Recorded evaluation configuration: {"Base Model":"Pretrained","Filtering":"Ground Truth Filtering"}. This record does not assert independent reproduction.

### EGP

SSIM (R): 87. Result ID: 69aff4486dbb7075b959115f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

Recorded evaluation configuration: {"Method":"Encoder-Guided Poisoning"}. This record does not assert independent reproduction.

### EGP+Trip.

SSIM (R): 85. Result ID: 69aff4486dbb7075b9591160.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

Recorded evaluation configuration: {"Method":"Encoder-Guided Poisoning","Loss":"Triplet Loss"}. This record does not assert independent reproduction.

### TGP

SSIM (R): 81. Result ID: 69aff4486dbb7075b959115d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

Recorded evaluation configuration: {"Method":"Teacher-Guided Poisoning"}. This record does not assert independent reproduction.

### TGP+Trip.

SSIM (R): 81. Result ID: 69aff4486dbb7075b959115e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5a92d603e6de3e43d5b.md>)

Recorded evaluation configuration: {"Method":"Teacher-Guided Poisoning","Loss":"Triplet Loss"}. This record does not assert independent reproduction.

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