Initial model upload with model card
Browse files- README.md +41 -0
- labels.json +10 -0
- model.pt +3 -0
- preprocessor_config.json +10 -0
- runs/events.out.tfevents.1768038394.MSI.3568.0 +3 -0
- special_tokens_map.json +6 -0
- test_confusion_matrix.png +0 -0
- test_results.txt +14 -0
- tokenizer_config.json +51 -0
- vocab.json +34 -0
README.md
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---
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license: apache-2.0
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datasets:
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- stapesai/ssi-speech-emotion-recognition
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metrics:
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- accuracy
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- precision
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- recall
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- f1
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pipeline_tag: audio-classification
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---
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# Multimodal Emotion Speech Recognition
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## Model Description
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This model performs emotion recognition from speech using a multimodal approach, utilizing:
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- **Audio Model**: Wav2Vec2 Base
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## Dataset
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- **Dataset Name**: [stapesai/ssi-speech-emotion-recognition](https://huggingface.co/datasets/stapesai/ssi-speech-emotion-recognition)
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## Evaluation Results
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### Classification Report
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```
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precision recall f1-score support
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ANG 0.97 0.93 0.95 30
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CAL 0.00 0.00 0.00 0
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DIS 0.95 0.90 0.92 20
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FEA 0.76 0.70 0.73 27
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HAP 0.87 0.82 0.84 33
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NEU 0.96 0.96 0.96 25
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SAD 0.73 1.00 0.84 19
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SUR 0.88 0.78 0.82 9
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accuracy 0.87 163
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macro avg 0.76 0.76 0.76 163
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weighted avg 0.88 0.87 0.87 163
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```
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**Overall Accuracy**: 87%
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labels.json
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{
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"ANG": 0,
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"CAL": 1,
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"DIS": 2,
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"FEA": 3,
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"HAP": 4,
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"NEU": 5,
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"SAD": 6,
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"SUR": 7
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}
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model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:f13e4708ab39d7bdf3ab82df2614a5d4091859a830a23f0910313c1abc64b651
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size 379152343
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preprocessor_config.json
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{
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"do_normalize": true,
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"feature_extractor_type": "Wav2Vec2FeatureExtractor",
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"feature_size": 1,
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"padding_side": "right",
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"padding_value": 0.0,
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"processor_class": "Wav2Vec2Processor",
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"return_attention_mask": false,
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"sampling_rate": 16000
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}
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runs/events.out.tfevents.1768038394.MSI.3568.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:277d98c3d65e4b5b89bbcc2a89cb01d975ef4e458ca8aeaf360960bd99bda193
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size 42683
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"eos_token": "</s>",
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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test_confusion_matrix.png
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test_results.txt
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precision recall f1-score support
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ANG 0.97 0.93 0.95 30
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CAL 0.00 0.00 0.00 0
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DIS 0.95 0.90 0.92 20
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FEA 0.76 0.70 0.73 27
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HAP 0.87 0.82 0.84 33
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NEU 0.96 0.96 0.96 25
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SAD 0.73 1.00 0.84 19
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SUR 0.88 0.78 0.82 9
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accuracy 0.87 163
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macro avg 0.76 0.76 0.76 163
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weighted avg 0.88 0.87 0.87 163
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<pad>",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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},
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"1": {
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"content": "<s>",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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},
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"2": {
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"content": "</s>",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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},
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"3": {
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"content": "<unk>",
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"lstrip": true,
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"normalized": false,
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"rstrip": true,
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"single_word": false,
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"special": false
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"do_lower_case": false,
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"do_normalize": true,
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"eos_token": "</s>",
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"extra_special_tokens": {},
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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"processor_class": "Wav2Vec2Processor",
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"replace_word_delimiter_char": " ",
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"return_attention_mask": false,
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"target_lang": null,
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"tokenizer_class": "Wav2Vec2CTCTokenizer",
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"unk_token": "<unk>",
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"word_delimiter_token": "|"
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}
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vocab.json
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{
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"'": 27,
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"</s>": 2,
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"<pad>": 0,
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"<s>": 1,
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"<unk>": 3,
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"A": 7,
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"B": 24,
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"C": 19,
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"D": 14,
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"E": 5,
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"F": 20,
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"G": 21,
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"H": 11,
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"I": 10,
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"J": 29,
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"K": 26,
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"L": 15,
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"M": 17,
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"N": 9,
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"O": 8,
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"P": 23,
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"Q": 30,
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"R": 13,
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"S": 12,
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"T": 6,
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"U": 16,
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"V": 25,
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"W": 18,
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"X": 28,
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"Y": 22,
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"Z": 31,
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"|": 4
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}
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