| --- |
| language: |
| - en |
| license: other |
| license_name: pleius-internal |
| tags: |
| - onnx |
| - video-classification |
| - short-form-video |
| - creator-tools |
| --- |
| |
| # cortexa-create-scorer (v10-proxy) |
|
|
| Production scorer for Pleius Create (short-form video). Uses the same |
| weights as `M725/cortexa-marketing-scorer` but with a different pillar |
| remap suited to short-form video. |
|
|
| ## Pipeline |
|
|
| ``` |
| video ─→ ffmpeg 1fps sample → N frames |
| N frames ─→ CLIP ViT-B/32 vision encoder ─→ (N, 512) stim_emb |
| "general audience" ─→ CLIP text → demo_emb |
| cortexa_v10 head per frame → per-frame curves (engagement, audience_drive, ...) |
| ↓ |
| aggregate to 4 Create pillars: |
| hook = mean engagement, first up-to-3 frames |
| hold = mean engagement, all frames |
| algorithmic_fit = mean audience_drive |
| brand_lift = mean demographic_appeal |
| overall (win) = sigmoid(audience_drive_mean · 6) |
| ``` |
|
|
| The remap mirrors `hf-space/app/content.py` in the serving Space |
| `M725/cortexa-ad-api`. When a dedicated v64a_PROD weight ships, this |
| repo will be replaced with that ranker; until then v10-proxy is the |
| production behavior. |
| |
| ## Files |
| |
| Same 4 ONNX files as `M725/cortexa-marketing-scorer` (they are the same |
| weights, served under a different surface and pillar mapping). See that |
| repo's README for file-level details. |
| |
| ## License |
| |
| Pleius internal — see https://pleius.com. Not for redistribution. |
| |
