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@@ -4,7 +4,7 @@ Submission to the [S23DR 2026 Challenge](https://huggingface.co/spaces/usm3d/S23
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  **Public test HSS: 0.575** (F1=0.664, IoU=0.516)
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- > This project was built on $500 of Modal GPU credits left over from a previous hackathon. Each 200-epoch run cost ~$15 and took ~27 hours, so the budget kept experiments deliberate. I compared gestalt semantic features vs plain RGB (the main ablation that ran to completion) and explored several training configurations, but a full factorial study of every contribution wasn't feasible.
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  ## Approach
 
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  **Public test HSS: 0.575** (F1=0.664, IoU=0.516)
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+ > This project was built on Modal GPU credits left over from a previous hackathon. Each 200-epoch run took ~27 hours, so the budget kept experiments deliberate. I compared gestalt semantic features vs plain RGB (the main ablation that ran to completion) and explored several training configurations, but a full factorial study of every contribution wasn't feasible.
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  ## Approach