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V1 model inference with NAIP #247

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V1 model inference with NAIP #247

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lillythomas
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The purpose of this PR is to create a notebook demonstrating how to run inference on new NAIP scenes. It may also serve the purpose of demonstrating sim search with the generated embeddings.

@lillythomas lillythomas force-pushed the naip_analysis branch 4 times, most recently from aae436c to 506a664 Compare May 9, 2024 22:58
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Some current examples of similarity search results generated with 3600~ embeddings from NAIP sized at 256x256 and the v0.5.3/mae_v0.5.3_epoch-08_val-loss-0.3150.ckpt checkpoint.

Screenshot 2024-05-10 at 11 44 27 AM Screenshot 2024-05-10 at 11 43 02 AM Screenshot 2024-05-10 at 11 42 00 AM Screenshot 2024-05-10 at 11 42 39 AM Screenshot 2024-05-10 at 11 42 25 AM Screenshot 2024-05-10 at 11 48 44 AM Screenshot 2024-05-10 at 11 48 16 AM

These are all from the Bay area of California in 2020. Kind of crazy that it even captures similarity between open ocean surfaces with specifically visible white capping.

The notebook in this PR can be run to reproduce.

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