Image similarity search
=======================

.. list-table::
   :header-rows: 1
   :widths: 25 55 20

   * - Tutorial
     - Description
     - Link
   * - Image search
     - This is the most interesting tutorial of this library, so I recommend that you
       definitely check this out 😊

       Build an image gallery, index the embeddings and retrieve the most
       similar images for a query using different enhancement tricks such as
       ``reranking`` and ``query expansion``.
     - :doc:`Image Search <notebooks/image_search>`
   * - Performance accuracy of retrieval pipeline
     - Evaluation of the **mean Average Precision** (mAP) of the retrieval pipeline,
       composing the ``Clip Embedder`` as the embedding model.
     - :doc:`Retrieval Evaluation <notebooks/m_ap_and_top_k_accuracy>`
   * - Image Clustering
     - Show the clustering performance via metrics like `RI`, `ARI`, `NMI`
       using embeddings generated by the ``Clip Embedder``.
     - :doc:`Clustering Images <notebooks/clustering_images_clip>`

.. toctree::
   :hidden:

   notebooks/image_search
   notebooks/m_ap_and_top_k_accuracy
   notebooks/clustering_images_clip