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![AINativeF Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1795402815298486272.png) AI Native Foundation [@AINativeF](/creator/twitter/AINativeF) on x 1913 followers
Created: 2025-07-22 00:51:16 UTC

X. Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning

🔑 Keywords: Franca, Vision Model, SSL Clustering, Positional Disentanglement, Open-source

💡 Category: Computer Vision

🌟 Research Objective:
   - Introduction of Franca, a fully open-source vision foundation model, that aims to match or surpass the performance of state-of-the-art proprietary models by using a transparent training pipeline.

🛠️ Research Methods:
   - Utilization of publicly available datasets like ImageNet-21K and ReLAION-2B.
   - Development of a multi-head clustering projector and a novel positional disentanglement strategy to refine features and improve semantic encoding.

💬 Research Conclusions:
   - Franca demonstrates high performance and memory efficiency due to its innovative design strategies.
   - Establishes a new standard for transparent and high-performance vision models, contributing to more reproducible and generalizable models in the AI community.

👉 Paper link:

![](https://pbs.twimg.com/media/GwbD_9FbEAEufE7.jpg)

XX engagements

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[Post Link](https://x.com/AINativeF/status/1947459394461176204)