ebc-jepa-led-kmeans-xyt

h3lloworld/ebc-jepa-led-kmeans-xyt

ebc-jepa-led-kmeans-xyt is a machine learning model from h3lloworld. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for pytorch. The card lists the license as cc-by-nc-4.0.

Frozen V-JEPA 2.1 tokens on LED, tokenised as k clusters (x, y, t) (8 k-means clusters in (x, y, t) inside each cell, re-laid by tubelet), scored per event: each event looks up the token at its (time bin / 2, patch) a…

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Updated Sep 22, 2026

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Library: pytorch
License: cc-by-nc-4.0
Access: Public
Created: Sep 17, 2026
Updated: Sep 22, 2026
SHA: 09e19e57

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Model card

From the Hugging Face model README

EBC-JEPA per-event LED denoising: carrier "k clusters (x, y, t)"

Frozen V-JEPA 2.1 tokens on LED, tokenised as k clusters (x, y, t) (8 k-means clusters in (x, y, t) inside each cell, re-laid by tubelet), scored per event: each event looks up the token at its (time bin / 2, patch) and is judged with its own E15 neighbourhood patch. Routes in this repo:

V12 AC: token + E15 patch CNN, no history (v12_ac/).
Integrated: History Reader (kv) conditions the token on earlier chunks, a TemporalViT reads the patch, and Pixel-AC fuses the per-event scores into one decision per pixel and chunk (integrated/<run>/; result.json carries the Pixel-AC metrics with the AC-only metrics under ac). Run-name suffixes: _nokv = reader bypassed, _lb = scalar Local branch on, _vit_base = ViT-B/384 tokens.

All units: 6,000 training chunks, 4 epochs, official 713 chunks at a fixed threshold of 0.5, no selection on test.

unit	route	backbone	kv	LB	SR	NR	DA
`integrated/kmeans_xyt_time_lb`	History Reader + TemporalViT AC + Pixel-AC	ViT-L	on	on	0.8496	0.8990	0.8743
`integrated/kmeans_xyt_time`	History Reader + TemporalViT AC + Pixel-AC	ViT-L	on	off	0.8476	0.8986	0.8731
`v12_ac`	V12 AC: event's V-JEPA token + E15 patch CNN, no history	ViT-L	off	off	0.8656	0.8533	0.8594
`integrated/kmeans_xyt_time_nokv_lb`	TemporalViT AC only (no Pixel-AC)	ViT-L	off	on	0.7970	0.9131	0.8550
`integrated/kmeans_xyt_time_nokv`	TemporalViT AC only (no Pixel-AC)	ViT-L	off	off	0.7871	0.9157	0.8514

Reference on the same protocol: the collaborator's ViT-L histogram integrated run with Pixel-AC, DA .8714. Code: EBC-JEPA-share (denoising-local-run) and its share-contrib-vitb-downstream worktree.

Library: pytorch
License: cc-by-nc-4.0
Created: Sep 17, 2026
Updated: Sep 22, 2026