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SAM Feature Visualization

Single Point as the prompt

Refer to this notebook.

A grid of points as the prompt

Refer to this notebook.

Example

E.g. A synthetic hand + cup image with the prompt point at the hand's thumb.

Original image

Original Image

Initial Image Embedding (256-d reduced with PCA)

Image Embedding

Alt text

Alt text

Image Embedding after the first decoder block

Alt text

Alt text

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Image Embedding after the second decoder block

Alt text

Alt text

Alt text

Upscaled Image Embedding

Alt text

Alt text

Alt text

Low Resolution Masks

Alt text

Original Resolution Masks

Alt text

Binarized Masks

Alt text

Masked RGBA Images

Alt text Alt text Alt text