Quantized Cellpose-SAM Achieves 6.76x Compression for Microscopy
September 16, 2026
A sensitivity-guided mixed W4/W8 quantization scheme for Cellpose-SAM enables deployment on edge hardware for stem cell microscopy. The method maintains instance F1 scores across multiple imaging modalities while significantly reducing weight storage.
HOW THIS AFFECTS YOU
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builderYou can deploy high-performance segmentation models on laboratory CPUs and edge devices using mixed-precision quantization.
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healthThis facilitates real-time, localized deployment of foundation models for sensitive stem cell imaging tasks.