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딥러닝을 사용한 오디오 처리

오디오 및 음성 처리 응용 분야에서 딥러닝 워크플로 확장

Deep Learning Toolbox™를 Audio Toolbox™와 함께 사용하여 오디오 및 음성 처리 응용 분야에 딥러닝을 적용합니다. 신호 처리 응용 분야에 대해서는 딥러닝을 사용한 신호 처리 항목을 참조하십시오. 무선 통신 응용 분야에 대해서는 딥러닝을 사용한 무선 통신 항목을 참조하십시오.

Audio LabelerDefine and visualize ground-truth labels

함수

ivectorSystemCreate i-vector system
crepeCREPE neural network
crepePreprocessPreprocess audio for CREPE deep learning network
crepePostprocessPostprocess output of CREPE deep learning network
pitchnnEstimate pitch with deep learning neural network
openl3OpenL3 neural network
openl3PreprocessPreprocess audio for OpenL3 feature extraction
openl3FeaturesExtract OpenL3 features
audioDatastoreDatastore for collection of audio files
audioDataAugmenterAugment audio data
audioFeatureExtractorStreamline audio feature extraction
vggishPreprocessPreprocess audio for VGGish feature extraction
vggishFeaturesExtract VGGish features
vggishVGGish neural network
yamnetYAMNet neural network
yamnetPreprocessPreprocess audio for YAMNet classification
yamnetGraphGraph of YAMNet AudioSet ontology
classifySoundClassify sounds in audio signal

도움말 항목

Introduction to Deep Learning for Audio Applications (Audio Toolbox)

Learn common tools and workflows to apply deep learning to audio applications.

Classify Sound Using Deep Learning (Audio Toolbox)

Train, validate, and test a simple long short-term memory (LSTM) to classify sounds.

Transfer Learning with Pretrained Audio Networks (Audio Toolbox)

Use transfer learning to retrain YAMNet, a pretrained convolutional neural network (CNN), to classify a new set of audio signals.

Speaker Identification Using Custom SincNet Layer and Deep Learning (Audio Toolbox)

Perform speech recognition using a custom deep learning layer that implements a mel-scale filter bank.

Dereverberate Speech Using Deep Learning Networks (Audio Toolbox)

Train a deep learning model that removes reverberation from speech.

Speech Command Recognition in Simulink (Audio Toolbox)

Detect the presence of speech commands in audio using a Simulink® model.

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