Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1 change: 1 addition & 0 deletions mteb/abstasks/TaskMetadata.py
Original file line number Diff line number Diff line change
Expand Up @@ -58,6 +58,7 @@
"Environment Sound Classification",
"Gunshot Audio Classification",
"Instrument Source Classification",
"Music Genre Classification",
"Gender Clustering",
"Rendered semantic textual similarity",
]
Expand Down
1 change: 1 addition & 0 deletions mteb/tasks/Audio/AudioClassification/__init__.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,6 @@
from __future__ import annotations

from .eng.ESC50 import *
from .eng.GTZANGenre import *
from .eng.GunshotTriangulation import *
from .eng.NSynth import *
49 changes: 49 additions & 0 deletions mteb/tasks/Audio/AudioClassification/eng/GTZANGenre.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,49 @@
from __future__ import annotations

from mteb.abstasks.Audio.AbsTaskAudioClassification import (
AbsTaskAudioClassification,
)
from mteb.abstasks.TaskMetadata import TaskMetadata


class GTZANGenre(AbsTaskAudioClassification):
metadata = TaskMetadata(
name="GTZANGenre",
description="Music Genre Classification (10 classes)",
reference="https://huggingface.co/datasets/silky1708/GTZAN-Genre",
dataset={
"path": "silky1708/GTZAN-Genre",
"revision": "5efdda59d0d185bfe17ada9b54d233349d0e0168",
},
type="AudioClassification",
category="a2t",
eval_splits=["train"],
eval_langs=["eng-Latn"],
main_score="accuracy",
date=("2000-01-01", "2001-12-31"),
domains=["Music"],
task_subtypes=["Music Genre Classification"],
license="not specified",
annotations_creators="human-annotated",
dialect=[],
modalities=["audio"],
sample_creation="found",
bibtex_citation="""@ARTICLE{1021072,
author={Tzanetakis, G. and Cook, P.},
journal={IEEE Transactions on Speech and Audio Processing},
title={Musical genre classification of audio signals},
year={2002},
volume={10},
number={5},
pages={293-302},
keywords={Humans;Music information retrieval;Instruments;Computer science;Multiple signal classification;Signal analysis;Pattern recognition;Feature extraction;Wavelet analysis;Cultural differences},
doi={10.1109/TSA.2002.800560}}""",
descriptive_stats={
"n_samples": {"train": 1000},
Comment thread
silky1708 marked this conversation as resolved.
},
)

audio_column_name: str = "audio"
label_column_name: str = "label"
samples_per_label: int = 10
is_cross_validation: bool = True