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Top 15 Python fiftyone Projects
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An alternative to this is to leverage existing object detection, apply the model to patches or slices of fixed size in our image, and then stitch the results together. This is the idea behind Slicing-Aided Hyper Inference!
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voxelgpt
AI assistant that can query visual datasets, search the FiftyOne docs, and answer general computer vision questions
Project mention: Aug 7, 2024 - Developing Data-Centric Visual AI Apps Workshop | dev.to | 2024-08-07VoxelGPT: AI Assistant for Computer Vision
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Custom Dashboards: Create no-code dashboards to visualize dataset statistics and model performance.
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fiftyone plugins download https://github.com/jacobmarks/zero-shot-prediction-plugin
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text-to-image
Use text-to-image models Stable Diffusion, DALL-E2, DALL-E3, SDXL, SSD-1B, Kandinsky-2.2, and LCM from UI. Add images directly to your dataset!
In the AI Art Gallery and Twilio Automation plugins, I had used the ctx.trigger() method to perform operations like reloading samples (ctx.trigger(“reload_samples”)), and reloading the dataset (ctx.trigger(“reload_dataset”)). I was even aware from VoxelGPT that you could use ctx.trigger() to set the session’s view.
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Week 0: 🌩️ Image Quality Issues & 📈 Concept Interpolation
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The authors use these findings to build the Idefics2-8B model. By the way, I just added support for Idefics2-8B via the Replicate API to our VQA Plug-in for FiftyOne!
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Project mention: Aug 7, 2024 - Developing Data-Centric Visual AI Apps Workshop | dev.to | 2024-08-07
From concept interpolation to image deduplication, optical character recognition, and even curating your own AI art gallery by adding generated images directly into a dataset, your imagination is the only limit. Join us to discover how you can unleash your creativity and interact with data like never before.
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Project mention: Aug 7, 2024 - Developing Data-Centric Visual AI Apps Workshop | dev.to | 2024-08-07
From concept interpolation to image deduplication, optical character recognition, and even curating your own AI art gallery by adding generated images directly into a dataset, your imagination is the only limit. Join us to discover how you can unleash your creativity and interact with data like never before.
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Some of these plugins were simpler than others. On one end, the Twilio automation plugin consists of a single Python file without bells and whistles. On the opposite extreme, plugins like Active Learning, which required multiple operators, caching, and special handling for many different scenarios. Plugins like Reverse Image Search and Concept Space Traversal were challenging in a different way, mostly because I am new to JavaScript. But that is for another day.
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clustering-plugin
Compute clustering on your data in a visual, intuitive way with FiftyOne and Sklearn!
fiftyone plugins download https://github.com/jacobmarks/clustering-plugin
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By “this”, I mean an open-source semantic emoji search engine, with both UI-centric and CLI versions. The Python CLI library can be found here, and the UI-centric version can be found here. You can also play around with a hosted (also free) version of the UI emoji search engine online here.
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fiftyone-image-captioning-plugin
Caption images across your datasets with state of the art models from Hugging Face and Replicate!
Concept Modeling Techniques: the built-in concept modeling technique in this walkthrough uses GPT-4V and some light prompting to identify each cluster's core concept. This is but one way to approach an open-ended problem. Try using image captioning and topic modeling, or create your own technique!
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Week 5: 👓Optical Character Recognition (OCR) & 🔑Keyword Search
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Week 1: 🎨 AI Art Gallery & Twilio Automation
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python fiftyone discussion
Python fiftyone related posts
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Aug 7, 2024 - Developing Data-Centric Visual AI Apps Workshop
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Aug 7 - Developing Data-Centric AI Applications Workshop
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Voxel51 Filtered Views Newsletter - May 24, 2024
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Finding Outliers in Your Vision Datasets
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Plugin for Building and Managing Plugins!
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Build Custom Computer Vision Applications
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A note from our sponsor - InfluxDB
www.influxdata.com | 8 Sep 2024
Index
What are some of the best open-source fiftyone projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | sahi | 3,941 |
| 2 | voxelgpt | 231 |
| 3 | fiftyone-plugins | 99 |
| 4 | zero-shot-prediction-plugin | 29 |
| 5 | text-to-image | 29 |
| 6 | image-quality-issues | 24 |
| 7 | vqa-plugin | 14 |
| 8 | image-deduplication-plugin | 14 |
| 9 | pytesseract-ocr-plugin | 10 |
| 10 | active-learning-plugin | 10 |
| 11 | clustering-plugin | 6 |
| 12 | emoji-search-plugin | 6 |
| 13 | fiftyone-image-captioning-plugin | 6 |
| 14 | keyword-search-plugin | 3 |
| 15 | twilio-automation-plugin | 2 |
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