synthval.features_extraction
============================

.. py:module:: synthval.features_extraction

.. autoapi-nested-parse::

   Module for feature extraction using various models from HuggingFace, including Rad-Dino, DinoV2, and MambaVision.

   This module defines abstract and concrete classes for feature extraction from images, leveraging different pre-trained
   models available through the HuggingFace library. The module supports extracting features from images using models such
   as Rad-Dino, DinoV2, and MambaVision, with each extractor providing methods for single and batch feature extraction.

   Classes
   -------
   FeatureExtractor(abc.ABC)
       Abstract base class for defining a feature extractor interface.
   RadDinoFeatureExtractor(FeatureExtractor)
       Concrete feature extractor using the HuggingFace Rad-Dino model.
   DinoV2FeatureExtractor(FeatureExtractor)
       Concrete feature extractor using models from the HuggingFace DinoV2 family.
   MambaFeatureExtractor(FeatureExtractor)
       Concrete feature extractor using models from the HuggingFace MambaVision family.
   InceptionExtractor(FeatureExtractor)
       Concrete feature extractor using traditional Inception models from the timm library.



Classes
-------

.. toctree::
   :hidden:

   /autoapi/synthval/features_extraction/FeatureExtractor
   /autoapi/synthval/features_extraction/RadDinoFeatureExtractor
   /autoapi/synthval/features_extraction/DinoV2FeatureExtractor
   /autoapi/synthval/features_extraction/MambaFeatureExtractor
   /autoapi/synthval/features_extraction/InceptionExtractor

.. autoapisummary::

   synthval.features_extraction.FeatureExtractor
   synthval.features_extraction.RadDinoFeatureExtractor
   synthval.features_extraction.DinoV2FeatureExtractor
   synthval.features_extraction.MambaFeatureExtractor
   synthval.features_extraction.InceptionExtractor