Embedding Ring

| 3D object → render N frames → vision embeddings → dim reduction → does it form a ring?
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Rendered Frames
Click ▶ Render & Encode to generate frames
Object
Creature
Teapot
Knot
Frames
12
24
36
Models
...
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Select embedding models and click Render & Encode.
Results: models across, projection methods (PCA, Sinusoidal fit) down.

Models run in-browser via transformers.js. First load downloads weights (cached after). Open this file in a browser tab if loading fails.