3 papers
physics.med-ph2026
Retention-Constrained Post-Training Quantization of Cellpose-SAM for Stem Cell Microscopy
Sebastián A. Cruz Romero
Induced pluripotent stem cell (iPSC) culture increasingly relies on segmentation foundation models, yet deployment on laboratory CPUs and edge hardware requires compression schemes…
cs.ET2026
INT8 Quantization Makes ARM Edge Inference Dispatch-Invariant
Sebastián A. Cruz Romero, Shenied E. Maldonado Guerra
On x86, kernel dispatch fragments the outputs of the same neural network into many equivalence classes across hardware. We ask whether the same fragmentation governs ARM edge infer…
cs.CV2024
Optimized Learning for X-Ray Image Classification for Multi-Class Disease Diagnoses with Accelerated Computing Strategies
Sebastian A. Cruz Romero, Ivanelyz Rivera de Jesus, Dariana J. Troche Quinones +1
X-ray image-based disease diagnosis lies in ensuring the precision of identifying afflictions within the sample, a task fraught with challenges stemming from the occurrence of fals…