# Speaker Identification on VC1

Source: [Speaker Identification on VC1](<https://www.sota2.com/research/sota/speaker-identification-on-vc1>)

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

Data updated: 2026-02-26T05:29:35.046Z

Evaluation of Speaker Identification performance using the VC1 dataset, typically measured by accuracy.

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 Identification |
| Dataset (including any stated split) | VC1 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 33 of 33 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/speaker-identification-on-vc1.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| M2D/0.7 | 96.3 | Not recorded | 68fa72cf1e209131cea58a6c |
| M2D-AS/0.7 | 95.6 | Not recorded | 68fa72cf1e209131cea58a6c |
| M2D | 76.1 | Not recorded | 68fa72cf1e209131cea58a6c |
| M2D | 75 | Not recorded | 68fa72cf1e209131cea58a6c |
| MSM-MAE | 73.6 | Not recorded | 68fa72cf1e209131cea58a6c |
| M2D | 73.4 | Not recorded | 68fa72cf1e209131cea58a6c |
| M2D | 72.5 | Not recorded | 68fa72cf1e209131cea58a6c |
| ATST Base | 72 | Not recorded | 68fa72cf1e209131cea58a6c |
| SF NFNet-F0 | 64.9 | Not recorded | 68fa72cf1e209131cea58a6c |
| BYOL-A | 57.6 | Not recorded | 68fa72cf1e209131cea58a6c |
| DeLoRes-M | 45.3 | Not recorded | 68fa72cf1e209131cea58a6c |
| BEATSiter3 | 41.4 | Not recorded | 68fa72cf1e209131cea58a6c |
| BEATSiter3+ | 37 | Not recorded | 68fa72cf1e209131cea58a6c |
| AST-Fusion#5#12 | 24.9 | Not recorded | 68fa72cf1e209131cea58a6c |
| HTS-AT | 18.1 | Not recorded | 68fa72cf1e209131cea58a6c |
| AST | 16.5 | Not recorded | 68fa72cf1e209131cea58a6c |
| ATST-Frame | 0.774 | Not recorded | 68fa80771e209131cea9d2fc |
| M2D | 0.734 | Not recorded | 68fa80771e209131cea9d2fc |
| ATST-Clip | 0.72 | Not recorded | 68fa80771e209131cea9d2fc |
| M2D-CLAP stage1 2024 | 0.703 | Not recorded | 68fa80771e209131cea9d2fc |
| M2D-CLAP stage1 2025 | 0.686 | Not recorded | 68fa80771e209131cea9d2fc |
| M2D-CLAP2025 | 0.563 | Not recorded | 68fa80771e209131cea9d2fc |
| M2DAS | 0.527 | Not recorded | 68fa80771e209131cea9d2fc |
| BEATsiter3 | 0.414 | Not recorded | 68fa80771e209131cea9d2fc |
| BEATsiter3+ | 0.37 | Not recorded | 68fa80771e209131cea9d2fc |
| CED | 0.352 | Not recorded | 68fa80771e209131cea9d2fc |
| CLAP2023 | 0.211 | Not recorded | 68fa80771e209131cea9d2fc |
| HTS-AT | 0.181 | Not recorded | 68fa80771e209131cea9d2fc |
| WavCaps | 0.169 | Not recorded | 68fa80771e209131cea9d2fc |
| AST | 0.165 | Not recorded | 68fa80771e209131cea9d2fc |
| LAION-CLAP | 0.134 | Not recorded | 68fa80771e209131cea9d2fc |
| CLAP2022 | 0.089 | Not recorded | 68fa80771e209131cea9d2fc |
| PANNs CNN14 | 0.078 | Not recorded | 68fa80771e209131cea9d2fc |

### M2D/0.7

Accuracy: 96.3. Result ID: 69927d653a6c3148490f4e3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"# Params":"86M","Masking ratio":"0.7","Fine-tuning":"true"}. This record does not assert independent reproduction.

### M2D-AS/0.7

Accuracy: 95.6. Result ID: 69927d653a6c3148490f4e3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"# Params":"86M","Masking ratio":"0.7","Fine-tuning":"true"}. This record does not assert independent reproduction.

### M2D

Accuracy: 76.1. Result ID: 69927d653a6c3148490f4ee4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Masking ratio":0.6,"Target Feeding":"all patches","Linear Evaluation":true}. This record does not assert independent reproduction.

### M2D

Accuracy: 75. Result ID: 69927d653a6c3148490f4ee6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Masking ratio":0.6,"Target Feeding":"masked patches","Linear Evaluation":true}. This record does not assert independent reproduction.

### MSM-MAE

Accuracy: 73.6. Result ID: 69927d653a6c3148490f4ee3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb81e209131cea41c4f.md>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Masking ratio":0.75,"Linear Evaluation":true}. This record does not assert independent reproduction.

### M2D

Accuracy: 73.4. Result ID: 69927d653a6c3148490f4ee7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Masking ratio":0.7,"Target Feeding":"masked patches","Linear Evaluation":true}. This record does not assert independent reproduction.

### M2D

Accuracy: 72.5. Result ID: 69927d653a6c3148490f4ee5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Masking ratio":0.7,"Target Feeding":"all patches","Linear Evaluation":true}. This record does not assert independent reproduction.

### ATST Base

Accuracy: 72. Result ID: 69927d653a6c3148490f4ee1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa51e209131cea46ded.md>)

[Implementation](<https://github.com/Audio-WestlakeU/audiossl>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Linear Evaluation":true}. This record does not assert independent reproduction.

### SF NFNet-F0

Accuracy: 64.9. Result ID: 69927d653a6c3148490f4edf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd51e209131cea3612c.md>)

Recorded evaluation configuration: {"Number of Parameters":"63M","Linear Evaluation":true}. This record does not assert independent reproduction.

### BYOL-A

Accuracy: 57.6. Result ID: 69927d653a6c3148490f4ee0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e9d1e209131cea411ae.md>)

Recorded evaluation configuration: {"Number of Parameters":"5.3M","Linear Evaluation":true}. This record does not assert independent reproduction.

### DeLoRes-M

Accuracy: 45.3. Result ID: 69927d653a6c3148490f4ede.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

Recorded evaluation configuration: {"Number of Parameters":"5.3M","Linear Evaluation":true}. This record does not assert independent reproduction.

### BEATSiter3

Accuracy: 41.4. Result ID: 69927d653a6c3148490f4ee2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e431e209131cea3ecdd.md>)

[Implementation](<https://aka.ms/beats>)

Recorded evaluation configuration: {"Number of Parameters":"90M","Linear Evaluation":true}. This record does not assert independent reproduction.

### BEATSiter3+

Accuracy: 37. Result ID: 69927d653a6c3148490f4eeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

Recorded evaluation configuration: {"Number of Parameters":"90M","Linear Evaluation":true}. This record does not assert independent reproduction.

### AST-Fusion#5#12

Accuracy: 24.9. Result ID: 69927d653a6c3148490f4ee9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c991e209131cea34c42.md>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Linear Evaluation":true}. This record does not assert independent reproduction.

### HTS-AT

Accuracy: 18.1. Result ID: 69927d653a6c3148490f4eea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb71.md>)

[Implementation](<https://github.com/RetroCirce/HTS-Audio-Transformer>)

Recorded evaluation configuration: {"Number of Parameters":"31M","Linear Evaluation":true}. This record does not assert independent reproduction.

### AST

Accuracy: 16.5. Result ID: 69927d653a6c3148490f4ee8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a521e209131cea27512.md>)

[Implementation](<https://github.com/YuanGongND/ast>)

Recorded evaluation configuration: {"Number of Parameters":"86M","Linear Evaluation":true}. This record does not assert independent reproduction.

### ATST-Frame

Accuracy: 0.774. Result ID: 698b96547a967eddb76fd4e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ba.md>)

[Implementation](<https://github.com/Audio-WestlakeU/audiossl>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### M2D

Accuracy: 0.734. Result ID: 698b96547a967eddb76fd4eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### ATST-Clip

Accuracy: 0.72. Result ID: 698b96547a967eddb76fd4df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71251e209131cea4f7ba.md>)

[Implementation](<https://github.com/Audio-WestlakeU/audiossl>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### M2D-CLAP stage1 2024

Accuracy: 0.703. Result ID: 698b96547a967eddb76fd4ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa737a1e209131cea5cc73.md>)

[Implementation](<https://github.com/nttcslab/m2d/tree/master/clap>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### M2D-CLAP stage1 2025

Accuracy: 0.686. Result ID: 698b96547a967eddb76fd4ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### M2D-CLAP2025

Accuracy: 0.563. Result ID: 698b96547a967eddb76fd4ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### M2DAS

Accuracy: 0.527. Result ID: 698b96547a967eddb76fd4ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72cf1e209131cea58a6c.md>)

[Implementation](<https://github.com/nttcslab/m2d>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### BEATsiter3

Accuracy: 0.414. Result ID: 698b96547a967eddb76fd4e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### BEATsiter3+

Accuracy: 0.37. Result ID: 698b96547a967eddb76fd4e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### CED

Accuracy: 0.352. Result ID: 698b96547a967eddb76fd4e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70951e209131cea4c033.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":false}. This record does not assert independent reproduction.

### CLAP2023

Accuracy: 0.211. Result ID: 698b96547a967eddb76fd4e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72151e209131cea54638.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### HTS-AT

Accuracy: 0.181. Result ID: 698b96547a967eddb76fd4e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bb41e209131cea2fb71.md>)

[Implementation](<https://github.com/RetroCirce/HTS-Audio-Transformer>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### WavCaps

Accuracy: 0.169. Result ID: 698b96547a967eddb76fd4ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055f.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### AST

Accuracy: 0.165. Result ID: 698b96547a967eddb76fd4e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a521e209131cea27512.md>)

[Implementation](<https://github.com/YuanGongND/ast>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### LAION-CLAP

Accuracy: 0.134. Result ID: 698b96547a967eddb76fd4e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729e1e209131cea57959.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### CLAP2022

Accuracy: 0.089. Result ID: 698b96547a967eddb76fd4e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb71e209131cea35874.md>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

### PANNs CNN14

Accuracy: 0.078. Result ID: 698b96547a967eddb76fd4e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa80771e209131cea9d2fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68351e209131cea1ac9d.md>)

[Implementation](<https://github.com/qiuqiangkong/audioset_tagging_cnn>)

Recorded evaluation configuration: {"Audio enc. fine-tuning on AudioSet":true}. This record does not assert independent reproduction.

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