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  **ACE-V1.1** is a specialized computer vision model fine-tuned for MRI brain tumor detection. This version is a critical update that eliminates "hallucinations" (False Positives) in healthy brain tissue.
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  > **NOTICE:** ACE-V1.1 uses custom channel architecture for 1.00 specificity.
 
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+ > **Video Speed:** 2x. 25-30 FPS real-time inference.
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  **ACE-V1.1** is a specialized computer vision model fine-tuned for MRI brain tumor detection. This version is a critical update that eliminates "hallucinations" (False Positives) in healthy brain tissue.
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  > **NOTICE:** ACE-V1.1 uses custom channel architecture for 1.00 specificity.