# Depression Detection on MODMA Source: [Depression Detection on MODMA]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:36:09.831Z Evaluation of models for Depression Detection using the MODMA dataset, reporting standard classification metrics (Accuracy, Precision, Recall, F1-score). 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 | Depression Detection | | Dataset (including any stated split) | MODMA | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [F1 Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | CDMA | 89.6 | Not recorded | 69cf49740636e5bf4afcd959 | | CDMA | 88.7 | Not recorded | 69cf49740636e5bf4afcd959 | | CDMA | 88 | Not recorded | 69cf49740636e5bf4afcd959 | | CDMA | 86.8 | Not recorded | 69cf49740636e5bf4afcd959 | | MSCDR | 85.6 | Not recorded | 69cf49740636e5bf4afcd959 | | MLP | 84.1 | Not recorded | 69cf49740636e5bf4afcd959 | | CNN | 84 | Not recorded | 69cf49740636e5bf4afcd959 | | Decision Tree | 80.5 | Not recorded | 69cf49740636e5bf4afcd959 | | DepAudioNet | 79 | Not recorded | 69cf49740636e5bf4afcd959 | | DCAN | 78.4 | Not recorded | 69cf49740636e5bf4afcd959 | | DMPF | 76.5 | Not recorded | 69cf49740636e5bf4afcd959 | | RNN | 70 | Not recorded | 69cf49740636e5bf4afcd959 | | ConvNeXt | 63.8 | Not recorded | 69cf49740636e5bf4afcd959 | | TimesNet | 61.8 | Not recorded | 69cf49740636e5bf4afcd959 | | Vlad-GRU | 60.4 | Not recorded | 69cf49740636e5bf4afcd959 | ### CDMA F1 Score: 89.6. Result ID: 69cf6dd547f34ce924b8f62b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Configuration":"Read + Positive"}. This record does not assert independent reproduction. ### CDMA F1 Score: 88.7. Result ID: 69cf6dd547f34ce924b8f62d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Configuration":"Read + Negative"}. This record does not assert independent reproduction. ### CDMA F1 Score: 88. Result ID: 69cf6dd547f34ce924b8f62e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Configuration":"Combination (Majority Voting)"}. This record does not assert independent reproduction. ### CDMA F1 Score: 86.8. Result ID: 69cf6dd547f34ce924b8f62c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Input Configuration":"Read + Neutral"}. This record does not assert independent reproduction. ### MSCDR F1 Score: 85.6. Result ID: 69cf6dd547f34ce924b8f625. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP F1 Score: 84.1. Result ID: 69cf6dd547f34ce924b8f623. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN F1 Score: 84. Result ID: 69cf6dd547f34ce924b8f624. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decision Tree F1 Score: 80.5. Result ID: 69cf6dd547f34ce924b8f621. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DepAudioNet F1 Score: 79. Result ID: 69cf6dd547f34ce924b8f620. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCAN F1 Score: 78.4. Result ID: 69cf6dd547f34ce924b8f626. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMPF F1 Score: 76.5. Result ID: 69cf6dd547f34ce924b8f627. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RNN F1 Score: 70. Result ID: 69cf6dd547f34ce924b8f622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ConvNeXt F1 Score: 63.8. Result ID: 69cf6dd547f34ce924b8f629. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet F1 Score: 61.8. Result ID: 69cf6dd547f34ce924b8f62a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Vlad-GRU F1 Score: 60.4. Result ID: 69cf6dd547f34ce924b8f628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.