# Facial Expression Recognition on BioVid (target subjects (10)) Source: [Facial Expression Recognition on BioVid (target subjects (10))]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:42:23.798Z Evaluation of Facial Expression Recognition performance on the BioVid dataset, reporting accuracy metrics broken down by the 10 target subjects. 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 | Facial Expression Recognition | | Dataset (including any stated split) | BioVid (target subjects (10)) | | Metric | Accuracy (Sub-1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 (Sub-1)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-2)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-3)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-4)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-5)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-6)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-7)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-8)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-9)](): Higher is better; unit: PERCENT. - [Accuracy (Sub-10)](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Sub-1) | Result date | Report paper | | --- | --- | --- | --- | | Supervised fine-tuning | 92.22 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-PFT | 80.65 | Not recorded | 68fa7aa91e209131cea8475a | | SFIT | 76.85 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-IT | 71.54 | Not recorded | 68fa7aa91e209131cea8475a | | DSFDA | 65.72 | Not recorded | 68fa7aa91e209131cea8475a | | Source model (no adaptation) | 62.78 | Not recorded | 68fa7aa91e209131cea8475a | | TPDS | 62.26 | Not recorded | 68fa7aa91e209131cea8475a | | SHOT | 52.97 | Not recorded | 68fa7aa91e209131cea8475a | | NRC | 48.45 | Not recorded | 68fa7aa91e209131cea8475a | ### Supervised fine-tuning Accuracy (Sub-1): 92.22. Result ID: 69b10d1e6dbb7075b95abe13. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Oracle"}. This record does not assert independent reproduction. ### SFDA-PFT Accuracy (Sub-1): 80.65. Result ID: 69b10d1e6dbb7075b95abe12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18","Optimizer":"Adam","Learning rate":"1 x 10^-3","Batch size":"64","Learning rate scheduler":"ReduceLROnPlateau","lambda\_expr":"1.0","lambda\_style":"0.3"}. This record does not assert independent reproduction. ### SFIT Accuracy (Sub-1): 76.85. Result ID: 69b10d1e6dbb7075b95abe10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)"}. This record does not assert independent reproduction. ### SFDA-IT Accuracy (Sub-1): 71.54. Result ID: 69b10d1e6dbb7075b95abe11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)"}. This record does not assert independent reproduction. ### DSFDA Accuracy (Sub-1): 65.72. Result ID: 69b10d1e6dbb7075b95abe0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)"}. This record does not assert independent reproduction. ### Source model (no adaptation) Accuracy (Sub-1): 62.78. Result ID: 69b10d1e6dbb7075b95abe0b. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Source-only"}. This record does not assert independent reproduction. ### TPDS Accuracy (Sub-1): 62.26. Result ID: 69b10d1e6dbb7075b95abe0e. [Reporting paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)"}. This record does not assert independent reproduction. ### SHOT Accuracy (Sub-1): 52.97. Result ID: 69b10d1e6dbb7075b95abe0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)"}. This record does not assert independent reproduction. ### NRC Accuracy (Sub-1): 48.45. Result ID: 69b10d1e6dbb7075b95abe0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.