# Feature Extractor A feature extractor is in charge of preparing input features for audio or vision models. This includes feature extraction from sequences, *e.g.*, pre-processing audio files to Log-Mel Spectrogram features, feature extraction from images *e.g.* cropping image image files, but also padding, normalization, and conversion to Numpy, PyTorch, and TensorFlow tensors. ## FeatureExtractionMixin [[autodoc]] feature_extraction_utils.FeatureExtractionMixin - from_pretrained - save_pretrained ## SequenceFeatureExtractor [[autodoc]] SequenceFeatureExtractor - pad ## BatchFeature [[autodoc]] BatchFeature ## ImageFeatureExtractionMixin [[autodoc]] image_utils.ImageFeatureExtractionMixin