towhee
PySceneDetect
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towhee | PySceneDetect | |
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26 | 3 | |
2,970 | 2,774 | |
1.8% | - | |
8.6 | 9.1 | |
3 months ago | 1 day ago | |
Python | Python | |
Apache License 2.0 | GNU General Public License v3.0 or later |
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towhee
- FLaNK Stack Weekly for 14 Aug 2023
- Welcome to generate your embeddings with Towhee
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Vector database built for scalable similarity search
As another commenter noted, Milvus is overkill and a "bit much" if you're learning/playing.
A good intro to the field with progression towards a full Milvus implementation could be starting with towhee[0] (which is also supported by Milvus).
towhee has an example to do exactly what you want with CLIP[1].
[0] - https://towhee.io/
[1] - https://github.com/towhee-io/examples/tree/main/image/text_i...
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What Is DocArray?
The description of this is kind of confusing but I think the easiest way to understand it is that it is a data processing pipeline of sorts. Take unstructured data and apply transformation and computation. A similar project to this is Towhee (https://github.com/towhee-io/towhee). This project tries to simplify unstructured data processing and provides pretrained models and pipelines from their hub.
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[P] My co-founder and I quit our engineering jobs at AWS to build “Tensor Search”. Here is why.
Milvus also has incredible flexibility when it comes to choosing an indexing strategy, and we also have a library specifically meant to help vectorize a variety of data called Towhee (https://github.com/towhee-io/towhee).
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Deep Dive into Real-World Image Search Engine with Python
Benchmarking the models with towhee is as simple as:
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A quick tip on DataFrame.apply
The project's homepage is https://github.com/towhee-io/towhee, and you can find more about towhee by going through the documents.
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Build an Image Search Engine in Minutes
I made a tutorial for building an image search engine with python. The code example is as simple as 10 lines of code, using Towhee and Milvus To put images into the search engine:
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Any good libraries for feature extraction?
Traditionally, I've done this through PyTorch by adding a hook, but this requires knowledge of the model itself (i.e. model arch and layer names). I found https://github.com/Hironsan/awesome-embedding-models but it didn't provide many CV-focused open-source projects. There's also https://github.com/towhee-io/towhee which is great but more targeted towards application development.
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A python framework for unstructured data processing
You can check the result from the tutorial.
PySceneDetect
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VidCutter: A program for lossless video cutting
If you mean scene changes, this library works: https://github.com/Breakthrough/PySceneDetect
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Split video into clips or subclips, based on gaps in audio
I saw this library as well https://github.com/Breakthrough/PySceneDetect and I wonder if that might be helpful?
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Auto-splitter when an area on the screen changes
I do this using pyscenedetect. It is a command line tool that also has python bindings you can use so that it can all be scripted. For your use-case in which it is color based scene transitions, you would want to use the content detector. It can not only detect your scene transitions, but can also use a tool like mkvmerge to split the video into individual scenes. I personally use this to detect scene transitions and then use moviepy to annotate over the top of the video using text clips all in a single script.
What are some alternatives?
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
caer - High-performance Vision library in Python. Scale your research, not boilerplate.
Milvus - A cloud-native vector database, storage for next generation AI applications
pydavinci - A python package that helps you script DaVinci Resolve
examples - Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc.
cherry-on-py - Cloud computing is a game changer for developers. What can you do in a couple hundred lines of code?
AI - Artificial Intelligence Projects
avio - Audio Visual IO tools for Isomer
pgvector - Open-source vector similarity search for Postgres
img2table - img2table is a table identification and extraction Python Library for PDF and images, based on OpenCV image processing
awesome-embedding-models - A curated list of awesome embedding models tutorials, projects and communities.
python_cli_video_editor - A CLI video editor written in the Python Language.