Autodistill: Label and Train a Computer Vision Model in Under 20 Minutes

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Autodistill is a new library for creating computer vision models without labeling any training data. In this video, we evaluate the speed and efficiency of Autodistill by auto-labeling, training a model, and running inference in under 20 minutes!
- Google Colab: drive.google.com/file/d/1uWPI...
Chapters:
00:00 Autodistill Overview
00:50 Setup and Installation
01:50 Import Dataset
03:00 Initialize Base Model and Autolabel
04:50 Initialize Target Model and Train
07:10 Visualize the Results
Resources:
- Autodistill Repository: github.com/autodistill/autodi...
- Autodistill Overview: blog.roboflow.com/autodistill
- Roboflow: roboflow.com
- Roboflow Universe: universe.roboflow.com
- Roboflow Notebooks Repository: github.com/roboflow/notebooks
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Stay updated with the projects I'm working on at github.com/roboflow and github.com/artyaltanzaya

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Опубликовано:

5 авг 2024

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Комментарии : 14

@sabrimas9718 Год назад

i tried yolov8 for sometime, and when i want to try tuning hyperparameters using raytune, it shows an error, even though i followed the steps provided by Ultralytics, can you make a video about tuning yolov8 hyperparameters using raytune?

@KEKW-lc4xi Год назад

I have some experience with Roboflow, but I wouldn't recommend it. It's primarily a profit-oriented business that prioritizes their website and streamlined processes. If your objective is to truly learn and gain a deep understanding, it's best to avoid using Roboflow. However, if your primary goal is to quickly implement something without necessarily comprehending the underlying concepts, then Roboflow might be suitable for your specific use case.

@samarthsaraogi6088 Год назад

Please zoom into the screen and re upload .

@Roboflow Год назад

Thanks for the recommendation. Will definitely do it in my next video!

@alanjohnstone8766 Год назад

Was “aircraft” a pre trained category. What if I used an unknown category?

@Roboflow Год назад

We are autolabeling it! You can use any label, but make sure to choose a label that is similar to the image.

@olanrewajuatanda533 Год назад

Is it possible to save these autolabels to disk? I would like to have them for reuse and improving on the auto-labels.

@asifahmed1801 9 месяцев назад

no one replied! strange. Yes, it's possible. convert the mask into pascalvocxml format

@c.s.7474 5 месяцев назад

I wish the video was clearer, higher quality and louder/closer to the mic

@mootal2812 24 дня назад

Nobody can see the screen! 😅

@davecarlton2489 Год назад

Audio is terrible! Can't understand the narration.

@Roboflow Год назад

Thanks for the feedback! Will keep that in mind in the next video. If you are struggling with the narration or code, we also have the notebook provided so you can run them easily to auto label your dataset with only texts! Feel free to post any questions on our forum.