fiftyone
czkawka
fiftyone | czkawka | |
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19 | 361 | |
6,712 | 17,595 | |
2.1% | - | |
10.0 | 7.7 | |
about 20 hours ago | 2 days ago | |
Python | Rust | |
Apache License 2.0 | GNU General Public License v3.0 or later |
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fiftyone
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May 8, 2024 AI, Machine Learning and Computer Vision Meetup
In this brief walkthrough, I will illustrate how to leverage open-source FiftyOne and Anomalib to build deployment-ready anomaly detection models. First, we will load and visualize the MVTec AD dataset in the FiftyOne App. Next, we will use Albumentations to test out augmentation techniques. We will then train an anomaly detection model with Anomalib and evaluate the model with FiftyOne.
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Voxel51 Is Hiring AI Researchers and Scientists — What the New Open Science Positions Mean
My experience has been much like this. For twenty years, I’ve emphasized scientific and engineering discovery in my work as an academic researcher, publishing these findings at the top conferences in computer vision, AI, and related fields. Yet, at my company, we focus on infrastructure that enables others to unlock scientific discovery. We have built a software framework that enables its users to do better work when training models and curating datasets with large unstructured, visual data — it’s kind of like a PyTorch++ or a Snowflake for unstructured data. This software stack, called FiftyOne in its single-user open source incarnation and FiftyOne Teams in its collaborative enterprise version, has garnered millions of installations and a vibrant user community.
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How to Estimate Depth from a Single Image
We will use the Hugging Face transformers and diffusers libraries for inference, FiftyOne for data management and visualization, and scikit-image for evaluation metrics.
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How to Cluster Images
With all that background out of the way, let’s turn theory into practice and learn how to use clustering to structure our unstructured data. We’ll be leveraging two open-source machine learning libraries: scikit-learn, which comes pre-packaged with implementations of most common clustering algorithms, and fiftyone, which streamlines the management and visualization of unstructured data:
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Efficiently Managing and Querying Visual Data With MongoDB Atlas Vector Search and FiftyOne
FiftyOne is the leading open-source toolkit for the curation and visualization of unstructured data, built on top of MongoDB. It leverages the non-relational nature of MongoDB to provide an intuitive interface for working with datasets consisting of images, videos, point clouds, PDFs, and more.
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FiftyOne Computer Vision Tips and Tricks - March 15, 2024
Welcome to our weekly FiftyOne tips and tricks blog where we recap interesting questions and answers that have recently popped up on Slack, GitHub, Stack Overflow, and Reddit.
- FLaNK AI for 11 March 2024
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How to Build a Semantic Search Engine for Emojis
If you want to perform emoji searches locally with the same visual interface, you can do so with the Emoji Search plugin for FiftyOne.
- FLaNK Stack Weekly for 07August2023
- Please don't post like 20 similar images to the art sites?
czkawka
- Is there software to compress large but similar files?
- Merge three separate partial libraries from external USB drives
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Tools to deduplicate files
https://github.com/qarmin/czkawka by far the best of anything iv tried
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fdupes: Identify or Delete Duplicate Files
I've used Czkawka (https://github.com/qarmin/czkawka) because it does Lanczos-based image duplicate detection, which makes it more practical for me.
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AllDup suddenly taking forever to process/delete selections
Maybe it's a setting you made or the files, not sure. You can try another software czkawka to see if you get better results with it.
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Is there a file duplicate finder that works with animated jpegxl-gif?
For static images i used https://github.com/qarmin/czkawka and it works well enough. I think. But when i used it on a folder with gifs and their jxl conversions, it shows nothing. SURELY this could not be user error, rrrright?
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PhotoPrism: Browse Your Life in Pictures
I used to use DupeGuru which has some photo-specific dupe detection where you can fuzzy match image dupes based on content: https://dupeguru.voltaicideas.net/
But I switched over to czkawka, which has a better interface for comparing files, and seems to be a bit faster: https://github.com/qarmin/czkawka
Unfortunately, neither of these are integrated into Photoprism, so you still have to do some file management outside the database before importing.
I also haven't used Photoprism extensively yet (I think it's running on one of my boxes, but I haven't gotten around to setting it up), but I did find that it wasn't really built for file-based libraries. It's a little more heavyweight, but my research shows that Nextcloud Memories might be a better choice for me (it's not the first-party Nextcloud photos app, but another one put together by the community): https://apps.nextcloud.com/apps/memories
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Please don't post like 20 similar images to the art sites?
Czkawka can do this.
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I'm amazed how I find anything & why I have so many dupes!
There's always the well-respected tool, Czkawka. Or, of the CLI is your thing, jdupes is a good option.
- I saw a post regarding crate to delete similar files
What are some alternatives?
caer - High-performance Vision library in Python. Scale your research, not boilerplate.
dupeguru - Find duplicate files
pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]
jdupes - A powerful duplicate file finder and an enhanced fork of 'fdupes'.
ZnTrack - Create, visualize, run & benchmark DVC pipelines in Python & Jupyter notebooks.
fdupes - FDUPES is a program for identifying or deleting duplicate files residing within specified directories.
Serpent.AI - Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!
AntiDupl - A program to search similar and defect pictures on the disk
streamlit - Streamlit — A faster way to build and share data apps.
PhotoPrism - AI-Powered Photos App for the Decentralized Web 🌈💎✨
anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
darktable - darktable is an open source photography workflow application and raw developer