Frozen V-JEPA 2.1 tokens on LED, tokenised as k frames (histogram) (16 time bins of 1.25 ms paired into 8 tubelet tokens per cell), scored per event: each event looks up the token at its (time bin / 2, patch) and is judged with its own E15 neighbourhood…
Model Card
Frozen V-JEPA 2.1 tokens on LED, tokenised as k frames (histogram) (16 time bins of 1.25 ms paired into 8 tubelet tokens per cell), 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: Pixel-AC fuses the per-event scores into one decision per pixel and chunk (integrated/ /; 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, vitbase = 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. Reference on the same protocol: the…
Excerpt from the card by Henry, licensed cc-by-nc-4.0.
Identity and Version
- Repository
- h3lloworld/ebc-jepa-led-time-bins
- Publisher
- Henry
- Task
- Not stated by the source
- Modality
- Other
- Library
- pytorch
- Parameters
- Not stated by the source
- Languages
- ebc-jepa
- Revision
- bdbb071bfd3ce1935b3a33c14f1eef1b7f922489
- First published
- 2026-09-17
- Last updated
- 2026-09-18
Files and Weights
19 files, 32.6 MB in total. The weights are 7 files totalling 32.6 MB in pt.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| integrated/vit_base/parent_final.pt | Weights | 6.9 MB | 2b32f5458064 |
| integrated/vit_base/pixel_final.pt | Weights | 120.8 KB | fb48119f411c |
| integrated/vit_large/parent_final.pt | Weights | 8.9 MB | 81bb6bc5d288 |
| integrated/vit_large/pixel_final.pt | Weights | 120.8 KB | 8214085517ea |
| integrated/vit_large_lb/parent_final.pt | Weights | 9.2 MB | 3394b4ea513e |
| integrated/vit_large_nokv/parent_final.pt | Weights | 4.7 MB | 9f15e368568f |
| v12_ac/fold_full.pt | Weights | 2.6 MB | c3c70a8b43c5 |
| integrated/vit_base/config.json | Configuration | 2.4 KB | — |
| integrated/vit_base/result.json | Configuration | 1.6 KB | — |
| integrated/vit_large/config.json | Configuration | 2.4 KB | — |
| integrated/vit_large/result.json | Configuration | 1.6 KB | — |
| integrated/vit_large_lb/config.json | Configuration | 1.5 KB | — |
| integrated/vit_large_lb/result.json | Configuration | 1.2 KB | — |
| integrated/vit_large_nokv/config.json | Configuration | 1.5 KB | — |
| integrated/vit_large_nokv/result.json | Configuration | 1.2 KB | — |
| v12_ac/config.json | Configuration | 448 B | — |
| v12_ac/result.json | Configuration | 836 B | — |
| README.md | Documentation | 2.5 KB | — |
| .gitattributes | Repository | 1.5 KB | — |
License and Download
- License
- cc-by-nc-4.0
- Access
- Open weights, no gate
- Download size
- 32.6 MB
Released by Henry through its official repository on Hugging Face. Read the license.
Built From
- Trained on (disclosed) LED
Evaluations
Each result is shown as reported, with the conditions its reporter stated. None is a SAVRN measurement. A comparison lines two results up only when their configuration, unit and setup are all stated and identical.
| Benchmark | Conditions | Result | Reported by | Revision | Date |
|---|---|---|---|---|---|
| LED official test (66 scenes, 713 chunks) | Task Event camera denoising (per-event keep/drop)Metric Denoising accuracy (SR + NR) / 2, threshold 0.5Comparison conditions not established | 0.8713 | h3lloworld Publisher reported |
Evaluated revision not stated | — |
| LED official test (66 scenes, 713 chunks) | Task Event camera denoising (per-event keep/drop)Metric Noise removalComparison conditions not established | 0.9058 | h3lloworld Publisher reported |
Evaluated revision not stated | — |
| LED official test (66 scenes, 713 chunks) | Task Event camera denoising (per-event keep/drop)Metric Signal retentionComparison conditions not established | 0.8368 | h3lloworld Publisher reported |
Evaluated revision not stated | — |
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 32.6 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About ebc-jepa-led-time-bins
Can I use ebc-jepa-led-time-bins commercially?
Not without separate permission. ebc-jepa-led-time-bins is released under Creative Commons Attribution-NonCommercial 4.0. CC BY-NC 4.0 permits sharing and adapting with credit for non-commercial purposes only. Commercial use needs separate permission from the rights holder.