# Video-level A/H Recognition on BAH (test) Source: [Video-level A/H Recognition on BAH (test)]() Collection index: [llms.txt]() Data updated: 2026-03-19T07:44:50.751Z Evaluation of Video-level A/H Recognition performance on the test split of the BAH dataset. 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 | Video-level A/H Recognition | | Dataset (including any stated split) | BAH (test) | | Metric | MF1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 36 of 36 | | 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 - [MF1](): Higher is better; unit: PERCENT. - [Average MF1](): Higher is better; unit: PERCENT. - [Macro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | MF1 | Result date | Report paper | | --- | --- | --- | --- | | Multimodal Fusion Model with Prototype Head | 82.72 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Ensemble of Five Multimodal Fusion Models with Prototype Head | 80.77 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Ensemble of Five Multimodal Fusion Models | 80.64 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 79.94 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 79.15 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 79 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 78.54 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.66 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.65 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.63 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.09 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.03 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 77.03 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | TF-IDF | 72.02 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Fine-tuned EmotionDistilRoBERTa | 71.49 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 71.44 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Ensemble of Five Multimodal Fusion Models with Prototype Head | 71.43 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 70.99 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | EmotionWav2Vec2.0 + Mamba | 70.87 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Fine-tuned EmotionTextClassifier | 70.72 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 70.41 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Ensemble of Five Multimodal Fusion Models | 70.17 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 68.32 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | TF-IDF | 67.75 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model with Prototype Head | 65.21 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | VideoMAE | 62.21 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | Multimodal Fusion Model | 61.19 | Not recorded | 69b78e6d0636e5bf4afbdb04 | | EmotionEfficientNetB0 + Statistical Features | 60.05 | Not recorded | 69b78e6d0636e5bf4afbdb04 | ### Multimodal Fusion Model with Prototype Head MF1: 82.72. Result ID: 69b7d37747f34ce9249ffd7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Ensemble of Five Multimodal Fusion Models with Prototype Head MF1: 80.77. Result ID: 69b7d37747f34ce9249ffd7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Ensemble of Five Multimodal Fusion Models MF1: 80.64. Result ID: 69b7d37747f34ce9249ffd7c. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 79.94. Result ID: 69b7d37747f34ce9249ffd7a. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 79.15. Result ID: 69b7d37747f34ce9249ffd86. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2 and 3","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 79. Result ID: 69b7d37747f34ce9249ffd83. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 2 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 78.54. Result ID: 69b7d37747f34ce9249ffd78. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 5","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.66. Result ID: 69b7d37747f34ce9249ffd82. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 2 and 3","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.65. Result ID: 69b7d37747f34ce9249ffd85. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.63. Result ID: 69b7d37747f34ce9249ffd84. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.09. Result ID: 69b7d37747f34ce9249ffd80. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1 and 2","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.03. Result ID: 69b7d37747f34ce9249ffd77. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 4","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 77.03. Result ID: 69b7d37747f34ce9249ffd79. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 6","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### TF-IDF MF1: 72.02. Result ID: 69b7d37747f34ce9249ffd74. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Text","Classifier":"CatBoost"}. This record does not assert independent reproduction. ### Fine-tuned EmotionDistilRoBERTa MF1: 71.49. Result ID: 69b7d37747f34ce9249ffd76. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Text","Classifier":"MLP"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 71.44. Result ID: 69b7d37747f34ce9249ffd7e. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1 and 3","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Ensemble of Five Multimodal Fusion Models with Prototype Head MF1: 71.43. Result ID: 69b7d37747f34ce9249ffd8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 70.99. Result ID: 69b7d37747f34ce9249ffd81. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### EmotionWav2Vec2.0 + Mamba MF1: 70.87. Result ID: 69b7d37747f34ce9249ffd72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Audio","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Fine-tuned EmotionTextClassifier MF1: 70.72. Result ID: 69b7d37747f34ce9249ffd75. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Text","Classifier":"MLP"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 70.41. Result ID: 69b7d37747f34ce9249ffd87. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Ensemble of Five Multimodal Fusion Models MF1: 70.17. Result ID: 69b7d37747f34ce9249ffd8a. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 68.32. Result ID: 69b7d37747f34ce9249ffd88. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### TF-IDF MF1: 67.75. Result ID: 69b7d37747f34ce9249ffd73. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Text","Classifier":"Logistic Regression"}. This record does not assert independent reproduction. ### Multimodal Fusion Model with Prototype Head MF1: 65.21. Result ID: 69b7d37747f34ce9249ffd89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1, 2, 3 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### VideoMAE MF1: 62.21. Result ID: 69b7d37747f34ce9249ffd71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Scene","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### Multimodal Fusion Model MF1: 61.19. Result ID: 69b7d37747f34ce9249ffd7f. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Models IDs 1 and 7","Classifier":"Linear Layer"}. This record does not assert independent reproduction. ### EmotionEfficientNetB0 + Statistical Features MF1: 60.05. Result ID: 69b7d37747f34ce9249ffd70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Face","Classifier":"MLP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.