image-match
jina
image-match | jina | |
---|---|---|
5 | 126 | |
2,911 | 20,041 | |
0.0% | 1.0% | |
0.0 | 9.1 | |
over 1 year ago | 15 days ago | |
Python | Python | |
- | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
image-match
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Find visual similar photos
Not a full solution but imagematch is a widely adopted algorithm for this purpose. Thereās even a very nice dockerized version
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Non-Machine Learning Image Matching with a Vector DB
I also developed a service based on the Goldberg paper in the mid 2010s. We flattened and discretized the signature to make it searchable which gave us pretty good results: https://github.com/ProvenanceLabs/image-match
Sorry I havenāt maintained the project in years so itās unlikely to work out of the box. But who knows, maybe youāll find something useful here for your project!
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Here is a demonstration of the new features for the tool I'm working on
There are libraries available online like this one that will compare between images and return the closest match.
- Quickly Search over Billions of Images
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How to find photo duplicates (not hash duplicates) and clean them?
https://github.com/ProvenanceLabs/image-match
jina
- Jina.ai: Self-host Multimodal models
- FLaNK Stack Weekly for 30 Oct 2023
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Cross data type search that wasnāt supported well using Elasticsearch
Jina mainly because of their use of neural networks and AI.
- Recommend a Lightweight Launcher with Nested Folders
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I plan to build my own AI powered search engine for my portfolio. Do you know ones that are open-source?
Jina - Itās an open-source project where you can build search engines. Well maybe not no code but it claims that you only need a few lines of code for creating projects. The project supports semantic, text, image, audio, and video search. What Iām also interested in is with their neural search and generative AI. Iām also interested in the amount of github repo that they have. I have this on my radar since this is also something I was interested in.
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How can we match images in our database?
Do you guys have any ideas how we can match images on our database? Weāre working on a project that about matching images on our database. We were trying to use SIFT and some other similar methods, but for some reason, nothing doesnāt seem to be working that well. Does anyone have any suggestions for the most effective way to do this? Maybe some open-source solutions like HuggingFace or Jina AI? We just want to make sure our image matching is correct and that partās been a bit of a struggle on our part.
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Can AI 3D model search engines be a thing this year?
The tech lets you find 3D models without sifting through tons of text - An information retrieval framework does the heavy lifting and compares models to each other, no descriptions or keywords needed.
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Any MLOps platform you use?
Jina AI -They offer a neural search solution that can help build smarter, more efficient search engines. They also have a list of cool github repos that you can check out. Similar to Vertex AI, they have image classification tools, NLPs, fine tuners etc.
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This week(s) in DocArray
Well, it's not exactly a new feature, but we've been working on early support for DocArray v2 in Jina.
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Multi-model serving options
Jina letās you serve all of your models through the same Gateway while deploying them as individual microservices. You can also tie your models together in a pipeline if needed. Also some nice ML focussed features such as dynamic batching.
What are some alternatives?
match - :crystal_ball: Scalable reverse image search built on Kubernetes and Elasticsearch
Weaviate - Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native databaseā.
GARI - GARI (Genetic Algorithm for Reproducing Images) reproduces a single image using Genetic Algorithm (GA) by evolving pixel values.
haystack - :mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
poe-archnemesis-scanner - Tool for Path of Exile game to automatically scan Archemesis inventory and display related information
dalle-flow - š A Human-in-the-Loop workflow for creating HD images from text
whoogle-search - A self-hosted, ad-free, privacy-respecting metasearch engine
undouble - Python package undouble is to detect (near-)identical images.
es-clip-image-search - Sample implementation of natural language image search with OpenAI's CLIP and Elasticsearch or Opensearch.
czkawka - Multi functional app to find duplicates, empty folders, similar images etc.
growthbook - Open Source Feature Flagging and A/B Testing Platform