Wav2vec2 Vd Bird Sound Classification

🚀 greenarcade/wav2vec2-vd-bird-sound-classification

This is a bird sound classification model trained on a custom dataset. It can identify local bird species from audio recordings, offering a practical solution for bird species identification in the field of biology and conservation.

🚀 Quick Start

💻 Usage Examples

Basic Usage

from transformers import pipeline

classifier = pipeline("audio-classification", "greenarcade/wav2vec2-vd-bird-sound-classification")
result = classifier("your_audio.wav", top_k=3)

📚 Documentation

Model Information

Model Sources

• Repository: Minor Project
• Demo [optional]: Space

Uses

This model is used to classify the sounds of 21 species of birds observed at Vedanthangal Bird Sanctuary.

Out-of-Scope Use

The model will not work for any of the species not listed below:

🔧 Technical Details

Model Index

• Name: wav2vec2-vd-bird-sound-classification
• Results:
  • Task:
    • Type: image-classification
  • Dataset:
    • Name: Custom Bird Dataset
    • Type: image-classification
  • Metrics:

    Name	Type	Value
    Accuracy	accuracy	91.11
    F1 Score	f1	89.41
    Inference Speed (sec)	inference_time	0.476
    Error Rate	error_rate	8.89
    Average ROC AUC	roc_auc	98.20
    Average Precision	avg_precision	93.63

  • Source:
    • Name: Custom Evaluation
    • URL: https://huggingface.co/greeenboi/wav2vec2-vd-bird-sound-classification

Training Details

• Training Data: [More Information Needed]
• Training Procedure:
  • Preprocessing: [More Information Needed]
  • Training Hyperparameters:
    • Training regime: [More Information Needed]
  • Speeds, Sizes, Times: [More Information Needed]

Evaluation

• Testing Data, Factors & Metrics:
  • Testing Data: [More Information Needed]
  • Factors: [More Information Needed]
  • Metrics: [More Information Needed]
• Results:
  • Summary: [More Information Needed]

Environmental Impact

Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).

• Hardware Type: [More Information Needed]
• Hours used: [More Information Needed]
• Cloud Provider: [More Information Needed]
• Compute Region: [More Information Needed]
• Carbon Emitted: [More Information Needed]

Technical Specifications

• Model Architecture and Objective: [More Information Needed]
• Compute Infrastructure:
  • Hardware: [More Information Needed]
  • Software: [More Information Needed]

Citation

• BibTeX: [More Information Needed]
• APA: [More Information Needed]

Glossary

[More Information Needed]

More Information

[More Information Needed]

Model Card Authors

[More Information Needed]

Model Card Contact

[More Information Needed]