unum-cloud/UForm
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Pocket-Sized Multimodal AI for content understanding and generation across multilingual texts, images, and 🔜 video, up to 5x faster than OpenAI CLIP and LLaVA 🖼️ & 🖋️
9 mentions on Hacker News by 3 people: 5 stories, 4 comments · first 2023-08-01 · latest 2025-04-28
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I can't speak for the whole industry, but we used it in older UForm < https://github.com/unum-cloud/uform > and saw good adoption, especially among those deploying on the Edge, where every little trick counts. It's hard to pin down exact…
comment by ashvardanian · 2025-04-28 · in Vision Transformers Need Registers -
question: any good on-device size image embedding models? tried https://github.com/unum-cloud/uform which i do like, especially they also support languages other than English. Any recommendations on other alternatives?
comment by ggnore7452 · 2024-04-25 · in CatLIP: Clip Vision Accuracy with 2.7x Faster Pre-Training on Web-Scale Data -
…I maintain, and the Big Tech uses :) https://github.com/unum-cloud/usearch - for faster search https://github.com/unum-cloud/uform - for cheaper multi-lingual multi-modal embeddings Feel free to reach out with feedback and feature requests!
comment by ashvardanian · 2023-12-14 · in Show HN: I scraped 25M Shopify products to build a search engine -
…256 dims and you can concatenate a few from different parts of the video. Any chance it would help? https://github.com/unum-cloud/uform
comment by ashvardanian · 2023-08-01 · in USearch: Smaller and faster single-file vector search engine