StrongResearch / isc-demos

Deep learning examples for the Instant Super Computer
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CompRx Variational Autoencoder #64

Open StrongTanisha opened 8 months ago

StrongTanisha commented 8 months ago

Source / repo

https://github.com/StanfordMIMI/CompRx

Model description

Medical images are often acquired at high resolutions (>1 megapixel) in order to capture fine-grained details necessary for diagnosis. CompRx is a benchmark with clinically-relevant evaluation tasks that measure the preservation of fine-grained diagnostic features in compressed medical images.

Dataset

Literature benchmark source

https://openreview.net/forum?id=ZiNFhNFxMf

Literature benchmark performance

Screenshot 2023-12-05 at 4 18 34 pm

Strong Compute result achieved

[VALUE/S]

Basic training config (as applicable)

Nodes: 12 Epochs: [N] Effective batch size: 72 Learning rate: [L] Optimizer: Adam

Logs gist

[URL]

StrongTanisha commented 8 months ago

Roadblock - requirements in the repo were incorrect. Not much instruction on how to run it