Image Similarity Search | Vision Transformer + Qdrant Vector Database
This video shows Python code for image similarity search - using Qdrant as the Vector Database and a free vision transformer model : ViT Model 'facebook/dino-vits16'
This is all free. No need for a paid AI service such as OpenAI. Unlike many tutorials and videos, this uses a custom dataset, rather than the usual ready made one. I have used some Real Estate Property images from a Kaggle collection, but you could just as easily add your own and modify the metadata accordingly. I introduce the project at the start, and then the second half is a sequence of me demonstrating it. It did have some audio commentary, but it was poor quality so I removed it. Apologies!
🟩 Here is the short follow up video , showing just the code to make the search :
🔗 • Image Similarity (AI) | Qdrant
🟩 The process of finding similar images
🔗 https://huggingface.co/blog/image-sim...
chapters -
00:00 intro - Real Estate Image Similarity Search
02:32 making a dataset
03:27 metadata
10:21 import dataset
12:22 source image
14:12 run code
16:33 qdrant actix vector database (Docker)
18:48 hugging face usage tips
Useful Links:
🟩 Vision Transformer (ViT)
---------------------------------------------
🔗 https://huggingface.co/docs/transform...
🔗 https://huggingface.co/docs/datasets/...
🟩 Loading Script
-----------------------------
🔗 https://huggingface.co/docs/datasets/...
🟩 Qdrant
----------------
🔗 https://qdrant.tech/
🔗 https://qdrant.tech/documentation/con...
🔗 https://colab.research.google.com/git...
Pytorch
🔗 https://pytorch.org/get-started/locally/
If you want a fast VPS server with Python installed check out :
🟢 https://webdock.io/en?maff=wdaff--170
Your Complete Toolbox for Web Scraping - 10% discount here :
🏆 https://scrapeops.io/?fpr=ken56
https://redandgreen.co.uk/
#computervision #ai #qdrant
Watch video Image Similarity Search | Vision Transformer + Qdrant Vector Database online, duration hours minute second in high quality that is uploaded to the channel Python 360 01 January 1970. Share the link to the video on social media so that your subscribers and friends will also watch this video. This video clip has been viewed 1,425 times and liked it 24 visitors.
