# Articulatory-to-Acoustic Inversion (AAI) on EMA dataset unseen speakers (test) Source: [Articulatory-to-Acoustic Inversion (AAI) on EMA dataset unseen speakers (test)]() Collection index: [llms.txt]() Data updated: 2026-07-03T06:51:02.310Z Evaluation of Articulatory-to-Acoustic Inversion (AAI) performance on the test split of the EMA dataset, focusing on unseen speakers. Metrics include Correlation Coefficient (CC) and Root Mean Square Error (RMSE). 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 | Articulatory-to-Acoustic Inversion (AAI) | | Dataset (including any stated split) | EMA dataset unseen speakers (test) | | Metric | CC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 24 of 24 | | 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 - [CC](): Higher is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | CC | Result date | Report paper | | --- | --- | --- | --- | | ACP-T | 0.7818 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.781 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7777 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7755 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7717 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7689 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7664 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7653 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7621 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7616 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7563 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7562 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7561 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.754 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7488 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7488 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7469 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7399 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7396 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7325 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.7265 | Not recorded | 6a474208143ebdcacacc5bdf | | ACP-T | 0.7259 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.6991 | Not recorded | 6a474208143ebdcacacc5bdf | | Baseline | 0.6687 | Not recorded | 6a474208143ebdcacacc5bdf | ### ACP-T CC: 0.7818. Result ID: 6a475bd660b88bb3399234f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.781. Result ID: 6a475bd660b88bb3399234fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### Baseline CC: 0.7777. Result ID: 6a475bd660b88bb3399234f3. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7755. Result ID: 6a475bd660b88bb3399234f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### Baseline CC: 0.7717. Result ID: 6a475bd660b88bb3399234f4. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7689. Result ID: 6a475bd660b88bb3399234ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### Baseline CC: 0.7664. Result ID: 6a475bd660b88bb3399234f2. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7653. Result ID: 6a475bd660b88bb3399234ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7621. Result ID: 6a475bd660b88bb3399234f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7616. Result ID: 6a475bd660b88bb3399234ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### Baseline CC: 0.7563. Result ID: 6a475bd660b88bb3399234e8. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"100"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7562. Result ID: 6a475bd660b88bb3399234f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7561. Result ID: 6a475bd660b88bb3399234f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.754. Result ID: 6a475bd660b88bb3399234f1. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### Baseline CC: 0.7488. Result ID: 6a475bd660b88bb3399234e6. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"50"}. This record does not assert independent reproduction. ### Baseline CC: 0.7488. Result ID: 6a475bd660b88bb3399234e7. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"75"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7469. Result ID: 6a475bd660b88bb3399234eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7399. Result ID: 6a475bd660b88bb3399234ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### Baseline CC: 0.7396. Result ID: 6a475bd660b88bb3399234f0. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### Baseline CC: 0.7325. Result ID: 6a475bd660b88bb3399234ef. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"TERA","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.7265. Result ID: 6a475bd660b88bb3399234e5. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"25"}. This record does not assert independent reproduction. ### ACP-T CC: 0.7259. Result ID: 6a475bd660b88bb3399234e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. ### Baseline CC: 0.6991. Result ID: 6a475bd660b88bb3399234e4. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"12.5"}. This record does not assert independent reproduction. ### Baseline CC: 0.6687. Result ID: 6a475bd660b88bb3399234e3. [Reporting paper]() Recorded evaluation configuration: {"Inputs":"MFCC","EMA data used for training (%)":"6.25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.