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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

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Upscaled Image Embedding

Alt text

Alt text

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Low Resolution Masks

Alt text

Original Resolution Masks

Alt text

Binarized Masks

Alt text

Masked RGBA Images

Alt text Alt text Alt text

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Visualization of each intermediate level of SAM

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