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Audiodatenklassifizierung und Sound Event Detection (SED)

Klassifizieren von Audioschnipseln in Kategorien und Erkennen spezifischer Klangereignisse innerhalb von Audioaufzeichnungen (z. B. zerbrechendes Glas, Hundebellen).

Leaderboard

Insgesamt 12 Modelle

Benchmarks

esc-50
BEATs
ICBHI Respiratory Sound Database
BTS
AudioSet
FSD50k
Speech Commands
EAT
YouTube News dataset (White Noise)
Inception-v3 CRNN
ssc
Event-SSM
YouTube News dataset (No Noise)
Inception-v3 CRNN
audiocaps
Audio Flamingo (4-shot)
BirdCLEF 2021
VoxForge
LEAF
Untranscribed mixed-speech dataset
SVM
DCASE
CrissCross (AudioSet)
AudioSet-2M
AudioSet-20K
L3DAS21
PHC SEDnet n=2
yeast
ToxiAlert-Bench
SCENE
IndicTTS
A3Lab PASCAL CHiME
crema-d
UrbanSound8K
AudioCLIP
Emotions
Sidewalk Material Dataset
RealSync
ravdess
Pascal
vocalsound
VocalSound Baseline
Espgame
Corel5k
YouTube News dataset (Background Music)
YouTube News dataset (Crackling Noise)
Inception-v3 CRNN
VOC07
VGGSound
Sarcasm
CREMAD
Universal Dependencies
Twitter
TUT Urban Acoustic Scenes 2018
ERGL: event relational graph representation learning
SWBD
DCASE 2019 Mobile
Basic + Spectrum Correction
BACKSpeech
3Sources
epic-sounds
IAPRTC12
RWCP Sound Scene Database
STL-SNN
opensubtitles
Apple bi-LSTM
OpenETD
NVGesture
Nordic Language Identification
FastText
MIRFlickr
MHClip-Y
MHClip-B
MeerKAT: Meerkat Kalahari Audio Transcripts
animal2vec
KSounds
KC-Dialog
HateMM
ImpliHateVid
Human