@dsb-uio.bsky.social
We are the DSB group at the Department of Informatics (IFI) at University of Oslo https://www.mn.uio.no/ifi/english/research/groups/dsb/
Come to our poster @icmlconf.bsky.social (Thu 17, morning) to discover more about it
Or check our paper: sthalles.github.io/sop/
Self-Organizing Visual Prototypes (SOP) is a new, non-parametric approach to SSL that addresses these issues by representing each region in feature space using multiple real data embeddings (support embeddings), rather than a single learnable prototype.
09.07.2025 19:09 — 👍 1 🔁 1 💬 1 📌 0
SSL, in particular, CL, relies more and more on prototypes (learnable representations that hold some group meaning)
But! overclustering, enforcing equipartitions, and underrepresentation are still problems that plague the prototypes
We solve them with our method: SOP
Journal discussion Tuesday!
18.02.2025 14:58 — 👍 1 🔁 1 💬 0 📌 0Hello world!
18.02.2025 10:59 — 👍 1 🔁 0 💬 0 📌 0
Did you miss out on the latest Visual Intelligence Online Seminar on equivariant self-supervision by Aiden Durrant? 👨🏫 🤖 🧠
📺 You can watch Durrant's talk on the Visual Intelligence YouTube channel: youtu.be/bsUGgwDYdXQ?...
