# Emotion Recognition on SEED-V 5-Class Source: [Emotion Recognition on SEED-V 5-Class]() Collection index: [llms.txt]() Data updated: 2026-07-07T09:31:44.555Z Evaluation of emotion recognition performance using the 5-class configuration of the SEED-V dataset, reporting Balanced Accuracy, Cohen's Kappa, and Weighted 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 | Emotion Recognition | | Dataset (including any stated split) | SEED-V 5-Class | | Metric | Balanced Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Balanced Accuracy](): Higher is better; unit: PERCENT. - [Cohen's Kappa](): Higher is better; unit: SCALAR. - [Weighted F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | NeuroOnline\*\*\* | 59.37 | Not recorded | 6a4c880a85dba69fef8b271c | | NeuroOnline\*\*\* | 53.09 | Not recorded | 6a4c880a85dba69fef8b271c | | NeuroOnline.a | 44.87 | Not recorded | 6a4c880a85dba69fef8b271c | | off-LoRA-MLP | 41.34 | Not recorded | 6a4c880a85dba69fef8b271c | | NeuroOnline.a | 41.27 | Not recorded | 6a4c880a85dba69fef8b271c | | off-FT-MLP | 41.24 | Not recorded | 6a4c880a85dba69fef8b271c | | off-LoRA-MLP | 40.07 | Not recorded | 6a4c880a85dba69fef8b271c | | CBraMod | 40.06 | Not recorded | 691aac5c6750be83fe5ce65e | | off-LoRA-LIN | 39.9 | Not recorded | 6a4c880a85dba69fef8b271c | | LaBraM | 39.76 | Not recorded | 691aac5c6750be83fe5ce65e | | off-FT-MLP | 39.35 | Not recorded | 6a4c880a85dba69fef8b271c | | off-FT-LIN | 39.29 | Not recorded | 6a4c880a85dba69fef8b271c | | off-LoRA-LIN | 37.88 | Not recorded | 6a4c880a85dba69fef8b271c | | off-FT-LIN | 37.4 | Not recorded | 6a4c880a85dba69fef8b271c | | STAMP | 36.7 | Not recorded | 691aac5c6750be83fe5ce65e | | EEG Conformer | 35.37 | Not recorded | 691aac5c6750be83fe5ce65e | | ST-Transformer | 30.52 | Not recorded | 691aac5c6750be83fe5ce65e | ### NeuroOnline\*\*\* Balanced Accuracy: 59.37. Result ID: 6a4cc76860b88bb339c99dff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"online"}. This record does not assert independent reproduction. ### NeuroOnline\*\*\* Balanced Accuracy: 53.09. Result ID: 6a4cc76860b88bb339c99e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"online"}. This record does not assert independent reproduction. ### NeuroOnline.a Balanced Accuracy: 44.87. Result ID: 6a4cc76860b88bb339c99dfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"online"}. This record does not assert independent reproduction. ### off-LoRA-MLP Balanced Accuracy: 41.34. Result ID: 6a4cc76860b88bb339c99e01. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"offline","Protocol":"LoRA","Head":"MLP"}. This record does not assert independent reproduction. ### NeuroOnline.a Balanced Accuracy: 41.27. Result ID: 6a4cc76860b88bb339c99e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"online"}. This record does not assert independent reproduction. ### off-FT-MLP Balanced Accuracy: 41.24. Result ID: 6a4cc76860b88bb339c99e03. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"offline","Protocol":"Full-FT","Head":"MLP"}. This record does not assert independent reproduction. ### off-LoRA-MLP Balanced Accuracy: 40.07. Result ID: 6a4cc76860b88bb339c99dfb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"offline","Protocol":"LoRA","Head":"MLP"}. This record does not assert independent reproduction. ### CBraMod Balanced Accuracy: 40.06. Result ID: 69fc5f6e47f34ce924df80df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"15M/133M"}. This record does not assert independent reproduction. ### off-LoRA-LIN Balanced Accuracy: 39.9. Result ID: 6a4cc76860b88bb339c99e00. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"offline","Protocol":"LoRA","Head":"Linear"}. This record does not assert independent reproduction. ### LaBraM Balanced Accuracy: 39.76. Result ID: 69fc5f6e47f34ce924df80de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"5.8M"}. This record does not assert independent reproduction. ### off-FT-MLP Balanced Accuracy: 39.35. Result ID: 6a4cc76860b88bb339c99dfd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"offline","Protocol":"Full-FT","Head":"MLP"}. This record does not assert independent reproduction. ### off-FT-LIN Balanced Accuracy: 39.29. Result ID: 6a4cc76860b88bb339c99e02. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LaBraM","Training Setting":"offline","Protocol":"Full-FT","Head":"Linear"}. This record does not assert independent reproduction. ### off-LoRA-LIN Balanced Accuracy: 37.88. Result ID: 6a4cc76860b88bb339c99dfa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"offline","Protocol":"LoRA","Head":"Linear"}. This record does not assert independent reproduction. ### off-FT-LIN Balanced Accuracy: 37.4. Result ID: 6a4cc76860b88bb339c99dfc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CBraMod","Training Setting":"offline","Protocol":"Full-FT","Head":"Linear"}. This record does not assert independent reproduction. ### STAMP Balanced Accuracy: 36.7. Result ID: 69fc5f6e47f34ce924df80e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"0.75M/0.76M"}. This record does not assert independent reproduction. ### EEG Conformer Balanced Accuracy: 35.37. Result ID: 69fc5f6e47f34ce924df80dc. [Reporting paper]() Recorded evaluation configuration: {"#Params":"0.55M"}. This record does not assert independent reproduction. ### ST-Transformer Balanced Accuracy: 30.52. Result ID: 69fc5f6e47f34ce924df80dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"3.5M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.