# Depression Recognition on AVEC Source: [Depression Recognition on AVEC]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:37.135Z Evaluation of models for Depression Recognition using the AVEC dataset, reporting 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 Recognition | | Dataset (including any stated split) | AVEC | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | SCD-MLLM | 68.06 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 65.66 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 55.44 | Not recorded | 6937ad2e6cfd488761a4ea2c | | SCD-MLLM | 47.46 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 44.32 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 41.21 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 37.18 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 27.56 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 26.98 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 26.98 | Not recorded | 6937ad2e6cfd488761a4ea2c | | GPT-4o | 26.19 | Not recorded | 6937ad2e6cfd488761a4ea2c | | Gemini 2.5 | 21.92 | Not recorded | 6937ad2e6cfd488761a4ea2c | ### SCD-MLLM F1 Score: 68.06. Result ID: 699882015698665ec4e34219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 65.66. Result ID: 699882015698665ec4e3421f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A+V"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 55.44. Result ID: 699882015698665ec4e3421c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+V"}. This record does not assert independent reproduction. ### SCD-MLLM F1 Score: 47.46. Result ID: 699882015698665ec4e34216. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 44.32. Result ID: 699882015698665ec4e34217. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 41.21. Result ID: 699882015698665ec4e3421a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+V"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 37.18. Result ID: 699882015698665ec4e34218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 27.56. Result ID: 699882015698665ec4e3421d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A+V"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 26.98. Result ID: 699882015698665ec4e34215. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 26.98. Result ID: 699882015698665ec4e3421b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+V"}. This record does not assert independent reproduction. ### GPT-4o F1 Score: 26.19. Result ID: 699882015698665ec4e3421e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T+A+V"}. This record does not assert independent reproduction. ### Gemini 2.5 F1 Score: 21.92. Result ID: 699882015698665ec4e34214. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modal":"T"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.