https://github.com/towhee-io/examples

Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
https://github.com/towhee-io/examples

audio-classification cross-modal embeddings image-classification machine-learning nlp video-tagging

Last synced: 3 days ago
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Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.

• Host: GitHub
• URL: https://github.com/towhee-io/examples
• Owner: towhee-io
• License: apache-2.0
• Created: 2022-04-11T09:48:54.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2024-02-09T05:43:05.000Z (12 months ago)
• Last Synced: 2025-01-11T20:09:39.030Z (10 days ago)
• Topics: audio-classification, cross-modal, embeddings, image-classification, machine-learning, nlp, video-tagging
• Language: Jupyter Notebook
• Homepage:
• Size: 289 MB
• Stars: 471
• Watchers: 7
• Forks: 115
• Open Issues: 25
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Towhee Examples



  

    

  

  


      Towhee Examples are used to analyze the unstructured data with towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.

    


    


    Report Bug or Request Feature

  


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## About Towhee Examples

x2vec, [Towhee](https://github.com/towhee-io/towhee) is all you need! Towhee can generate embedding vectors via a pipeline of ML models and other operations. It aims to make democratize `x2vec`, allowing everyone - from beginner developers to large organizations - to generate dense embeddings with just a few lines of code.

There are many interesting examples that use Towhee to process various unstructured data like images, audio, video, etc. You can easily run these examples on your machine.

## Funny Example List

    

        

        Bootcamp

        Operators

    

    

        Getting Started

        Getting Started with Pipeline

             
An introduction to `Pipeline`, which can help you better learn the data processing pipeline with Towhee.

        

        

            

        

    

    

        Image

        Reverse Image Search


             
Search for images that are similar or related to the input image, it supports a lot of models such as ResNet, VGG, EfficientNet, ViT, etc.

        

        

            Image Embedding


            Timm


        

    

    

        

            Image Animation


            
Convert an image into an animated image.

        

        

            Animegan


            Cartoongan


        

    

    

        

            Image Deduplication


            
Find exact or near-exact duplicates within a collection of images.

        

        

            Image Decode


            Timm


        

    

    

        

            Text Image Search


            
Returns images related to the description of the input query text, which is cross-modal retrieval.

        

        

            CLIP


        

    

        

            Visualization


            
Under the hood: Embedding models and ANNS indexes in image search.

        

        

            Image Embedding


        

    

    

        NLP

        Q&A System


             
Process user questions and give answers through natural language technology.

        

        

            Text Embedding


            DPR


        

    

    

        

          
Text Search

            
Search most similar text to the query text across all data. 

        

        

          DPR


        

    

    

        Video

        Reverse Video Search


             
It takes a video as input to search for similar videos.

        

        

            Action Classification


            Pytorchvideo


        

    

    

        

            Video Classification

            
Video Classification is the task of producing a label that is relevant to the video given its frames.

        

        

            Action Classification


        

    

    

        

            Text Video Search


            
Search for similar or related videos with the input text.

        

        

            CLIP4Clip


        

    

    

        

            Deepfake Detection


            
Predict the probability of a fake video for a given video.

        

        

            Deepfake


        

    

    

        Audio

        Audio Classification

             
Categorize certain sounds into certain categories, such as ambient sound classification and speech recognition.

        

        

            Audio Classification

        

    

    

        Medical

        Molecular Search

             
Search for similar molecular formulas based on the Tanimoto metric, and also supports searching for substructures and superstructures.

        

        

            RDKit

        

    

    

        Data Science

        Credit Card Approval Prediction

             
Predict whether the bank issues a credit card to the applicant, and the credit scores can objectively quantify the magnitude of risk.

        

        

        

    

    

        Training

        Fine Tune

             
Tutorial about how to fine tuen with towhee.

        

        

            Image Embedding

        

    


## Contributing

Contributions to Milvus Bootcamp are welcome from everyone. See [Guidelines for Contributing](https://github.com/towhee-io/towhee/blob/main/CONTRIBUTING.md) for details.

## Support

Join the Towhee community on [Slack](https://join.slack.com/t/towheeio/shared_invite/zt-19xhoo736-PhIYh~hwOBsDSy5ZvGWJxA) to give feedback, ask for advice, and direct questions to the engineering team. You can also submit [Issues](https://github.com/towhee-io/towhee/issues) or join [Discussions](https://github.com/towhee-io/towhee/discussions).