# Pain Recognition on BioVid 77 source subjects 10 target subjects Source: [Pain Recognition on BioVid 77 source subjects 10 target subjects]() Collection index: [llms.txt]() Data updated: 2026-03-11T06:42:23.912Z Evaluation of Pain Recognition performance on the BioVid dataset, specifically focusing on the 10 target subjects (out of 77 source subjects). Metrics include subject-wise accuracy (Sub-1 to Sub-10 ACC) and overall average accuracy. 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 | Pain Recognition | | Dataset (including any stated split) | BioVid 77 source subjects 10 target subjects | | Metric | Subject 1 Accuracy | | 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 - [Subject 1 Accuracy](): Higher is better; unit: PERCENT. - [Subject 2 Accuracy](): Higher is better; unit: PERCENT. - [Subject 3 Accuracy](): Higher is better; unit: PERCENT. - [Subject 4 Accuracy](): Higher is better; unit: PERCENT. - [Subject 5 Accuracy](): Higher is better; unit: PERCENT. - [Subject 6 Accuracy](): Higher is better; unit: PERCENT. - [Subject 7 Accuracy](): Higher is better; unit: PERCENT. - [Subject 8 Accuracy](): Higher is better; unit: PERCENT. - [Subject 9 Accuracy](): Higher is better; unit: PERCENT. - [Subject 10 Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Subject 1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Fine-Tuning | 97.11 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-PFT | 84.93 | Not recorded | 68fa7aa91e209131cea8475a | | SFIT | 80.92 | Not recorded | 68fa7aa91e209131cea8475a | | DSFDA | 77 | Not recorded | 68fa7aa91e209131cea8475a | | SFDA-IT | 75.33 | Not recorded | 68fa7aa91e209131cea8475a | | Source model (no adaptation) | 66.11 | Not recorded | 68fa7aa91e209131cea8475a | | TPDS | 65.56 | Not recorded | 68fa7aa91e209131cea8475a | | NRC | 59.33 | Not recorded | 68fa7aa91e209131cea8475a | | SHOT | 55.78 | Not recorded | 68fa7aa91e209131cea8475a | ### Fine-Tuning Subject 1 Accuracy: 97.11. Result ID: 69b10d1e6dbb7075b95abe2a. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Oracle","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFDA-PFT Subject 1 Accuracy: 84.93. Result ID: 69b10d1e6dbb7075b95abe29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFIT Subject 1 Accuracy: 80.92. Result ID: 69b10d1e6dbb7075b95abe27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### DSFDA Subject 1 Accuracy: 77. Result ID: 69b10d1e6dbb7075b95abe26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SFDA-IT Subject 1 Accuracy: 75.33. Result ID: 69b10d1e6dbb7075b95abe28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setting":"SFDA (data-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Source model (no adaptation) Subject 1 Accuracy: 66.11. Result ID: 69b10d1e6dbb7075b95abe22. [Reporting paper]() Recorded evaluation configuration: {"Setting":"Source-only","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### TPDS Subject 1 Accuracy: 65.56. Result ID: 69b10d1e6dbb7075b95abe25. [Reporting paper]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### NRC Subject 1 Accuracy: 59.33. Result ID: 69b10d1e6dbb7075b95abe24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SHOT Subject 1 Accuracy: 55.78. Result ID: 69b10d1e6dbb7075b95abe23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Setting":"SFDA (model-based)","Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.