# Non-speech video assessment on Toronto NeuroFace non-speech videos (test) Source: [Non-speech video assessment on Toronto NeuroFace non-speech videos (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:38.813Z Evaluation of non-speech video assessment performance on the test split of the Toronto NeuroFace dataset, measured by metrics A, F1, R, and M. 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 | Non-speech video assessment | | Dataset (including any stated split) | Toronto NeuroFace non-speech videos (test) | | Metric | Metric A | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [Metric A](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Metric R](): Lower is better; unit: PERCENT. - [Metric M](): Lower is better; unit: SCALAR. ## Recorded results | Method | Metric A | Result date | Report paper | | --- | --- | --- | --- | | DIVINE | 92.58 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 92.41 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 92.18 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 91.89 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 91.76 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 91.63 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 89.55 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 89.26 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 89.12 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 88.89 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 88.74 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 88.21 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 88.15 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 87.12 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 87.12 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 87.05 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 87.05 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 86.46 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 86.46 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 86.29 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 86.29 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 85.94 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 85.94 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 85.78 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 85.78 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 81.66 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 81.44 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 81.39 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 80.97 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 80.88 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 78.63 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 78.52 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 78.45 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 78.27 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 77.92 | Not recorded | 6965d1ad6343fa78c832386e | | DIVINE | 77.81 | Not recorded | 6965d1ad6343fa78c832386e | ### DIVINE Metric A: 92.58. Result ID: 699a16025698665ec49a2baf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 92.41. Result ID: 699a16025698665ec49a2bad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 92.18. Result ID: 699a16025698665ec49a2bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 91.89. Result ID: 699a16025698665ec49a2baa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"WV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 91.76. Result ID: 699a16025698665ec49a2bae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 91.63. Result ID: 699a16025698665ec49a2bab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"DS","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 89.55. Result ID: 699a16025698665ec49a2ba2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 89.26. Result ID: 699a16025698665ec49a2ba0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 89.12. Result ID: 699a16025698665ec49a2ba3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 88.89. Result ID: 699a16025698665ec49a2b9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"WV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 88.74. Result ID: 699a16025698665ec49a2ba1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 88.21. Result ID: 699a16025698665ec49a2b9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"V2","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 88.15. Result ID: 699a16025698665ec49a2bb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 87.12. Result ID: 699a16025698665ec49a2b9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 87.12. Result ID: 699a16025698665ec49a2ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 87.05. Result ID: 699a16025698665ec49a2b9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 87.05. Result ID: 699a16025698665ec49a2ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 86.46. Result ID: 699a16025698665ec49a2b98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"WV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 86.46. Result ID: 699a16025698665ec49a2ba4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"WV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 86.29. Result ID: 699a16025698665ec49a2b9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 86.29. Result ID: 699a16025698665ec49a2ba7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 85.94. Result ID: 699a16025698665ec49a2b99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 85.94. Result ID: 699a16025698665ec49a2ba5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 85.78. Result ID: 699a16025698665ec49a2b9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"Vi","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 85.78. Result ID: 699a16025698665ec49a2ba9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"VV","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 81.66. Result ID: 699a16025698665ec49a2bb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 81.44. Result ID: 699a16025698665ec49a2bb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 81.39. Result ID: 699a16025698665ec49a2bb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 80.97. Result ID: 699a16025698665ec49a2bba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 80.88. Result ID: 699a16025698665ec49a2bb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"WV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 78.63. Result ID: 699a16025698665ec49a2bb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"W2"}. This record does not assert independent reproduction. ### DIVINE Metric A: 78.52. Result ID: 699a16025698665ec49a2bbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"TA","SFM":"TR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 78.45. Result ID: 699a16025698665ec49a2bb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"XV"}. This record does not assert independent reproduction. ### DIVINE Metric A: 78.27. Result ID: 699a16025698665ec49a2bb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"WR"}. This record does not assert independent reproduction. ### DIVINE Metric A: 77.92. Result ID: 699a16025698665ec49a2bb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"HT"}. This record does not assert independent reproduction. ### DIVINE Metric A: 77.81. Result ID: 699a16025698665ec49a2bb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VFM":"KI","SFM":"WV"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.