BirdSet Leaderboard

This leaderboard accompanies the BirdSet Dataset Collection. You can find out more about BirdSet in the "About" Tab.

The scores presented in this tab are averaged scores across all datasets.
{
  • "headers": [
    • "Model Name",
    • "Paper",
    • "Training Dataset Type",
    • "Training Dataset",
    • "cmAP",
    • "AUROC",
    • "T1-Acc",
    • "Model Backbone Type",
    • "Model Backbone",
    • "Precision",
    • "Parameter Count",
    • "Link To Model",
    • "Testing Type"
    ],
  • "data": [
    • [
      • "DBD-research-group-EfficientNet-B1-XCM",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCM)",
      • "BirdSet (XCM)",
      • 0.36,
      • 0.85,
      • 0.59,
      • "Other",
      • "EfficientNet",
      • "float32",
      • 7.1,
      • "https://huggingface.co/DBD-research-group/EfficientNet-B1-BirdSet-XCM",
      • "AVG"
      ],
    • [
      • "DBD-research-group-ConvNeXT-XCL",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCL)",
      • "BirdSet (XCL)",
      • 0.36,
      • 0.85,
      • 0.51,
      • "Other",
      • "ConvNeXT",
      • "float32",
      • 97.5,
      • "https://huggingface.co/DBD-research-group/ConvNeXT-Base-BirdSet-XCL",
      • "AVG"
      ],
    • [
      • "Perch",
      • "<a target="_blank" href="https://arxiv.org/abs/2312.07439" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BIRB: A Generalization Benchmark for Information Retrieval in Bioacoustics</a>",
      • "other",
      • "Xeno-Canto (Custom)",
      • 0.36,
      • 0.84,
      • 0.61,
      • "Other",
      • "EfficientNet",
      • "Other",
      • 0,
      • "https://www.kaggle.com/models/google/bird-vocalization-classifier",
      • "AVG"
      ],
    • [
      • "DBD-research-group-ConvNeXT-XCM",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCM)",
      • "BirdSet (XCM)",
      • 0.36,
      • 0.84,
      • 0.57,
      • "Other",
      • "ConvNeXT",
      • "float32",
      • 88,
      • "https://huggingface.co/DBD-research-group/ConvNeXT-Base-BirdSet-XCM",
      • "AVG"
      ],
    • [
      • "DBD-research-group-EfficientNet-B1-Dedicated",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (Dedicated)",
      • "BirdSet (Dedicated)",
      • 0.35,
      • 0.84,
      • 0.54,
      • "Other",
      • "EfficientNet",
      • "float32",
      • 7.1,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-AST-XCL",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCL)",
      • "BirdSet (XCL)",
      • 0.34,
      • 0.84,
      • 0.49,
      • "Other",
      • "AST",
      • "float32",
      • 93.7,
      • "https://huggingface.co/DBD-research-group/AST-BirdSet-XCL",
      • "AVG"
      ],
    • [
      • "DBD-research-group-EfficientNet-B1-XCL",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCL)",
      • "BirdSet (XCL)",
      • 0.32,
      • 0.84,
      • 0.53,
      • "Other",
      • "EfficientNet",
      • "float32",
      • 19,
      • "https://huggingface.co/DBD-research-group/EfficientNet-B1-BirdSet-XCL",
      • "AVG"
      ],
    • [
      • "DBD-research-group-ConvNeXT-Dedicated",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (Dedicated)",
      • "BirdSet (Dedicated)",
      • 0.37,
      • 0.83,
      • 0.52,
      • "Other",
      • "ConvNeXT",
      • "float32",
      • 88,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-AST-XCM",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCM)",
      • "BirdSet (XCM)",
      • 0.31,
      • 0.83,
      • 0.49,
      • "Other",
      • "AST",
      • "float32",
      • 86.5,
      • "https://huggingface.co/DBD-research-group/AST-BirdSet-XCM",
      • "AVG"
      ],
    • [
      • "DBD-research-group-AST-Dedicated",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (Dedicated)",
      • "BirdSet (Dedicated)",
      • 0.29,
      • 0.83,
      • 0.48,
      • "Other",
      • "AST",
      • "float32",
      • 86.5,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-EAT-XCL",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCL)",
      • "BirdSet (XCL)",
      • 0.3,
      • 0.82,
      • 0.48,
      • "Other",
      • "EAT",
      • "Other",
      • 0,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-EAT-XCM",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCM)",
      • "BirdSet (XCM)",
      • 0.29,
      • 0.8,
      • 0.48,
      • "Other",
      • "EAT",
      • "Other",
      • 0,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-Wav2Vec2-XCM",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCM)",
      • "BirdSet (XCM)",
      • 0.29,
      • 0.8,
      • 0.46,
      • "Other",
      • "Wav2Vec2",
      • "float32",
      • 94.7,
      • "https://huggingface.co/DBD-research-group/Wav2Vec2-Base-BirdSet-XCM",
      • "AVG"
      ],
    • [
      • "DBD-research-group-Wav2Vec2-Dedicated",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (Dedicated)",
      • "BirdSet (Dedicated)",
      • 0.26,
      • 0.79,
      • 0.44,
      • "Other",
      • "Wav2Vec2",
      • "float32",
      • 94.7,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-EAT-Dedicated",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (Dedicated)",
      • "BirdSet (Dedicated)",
      • 0.33,
      • 0.78,
      • 0.47,
      • "Other",
      • "EAT",
      • "Other",
      • 0,
      • "https://github.com/DBD-research-group/BirdSet",
      • "AVG"
      ],
    • [
      • "DBD-research-group-Wav2Vec2-XCL",
      • "<a target="_blank" href="https://arxiv.org/abs/2403.10380" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">BirdSet: A Dataset and Benchmark for Classification in Avian Bioacoustics</a>",
      • "BirdSet (XCL)",
      • "BirdSet (XCL)",
      • 0.31,
      • 0.78,
      • 0.5,
      • "Other",
      • "Wav2Vec2",
      • "float32",
      • 97.1,
      • "https://huggingface.co/DBD-research-group/Wav2Vec2-Base-BirdSet-XCL",
      • "AVG"
      ]
    ],
  • "metadata": null
}