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Expert guide for converting YOLO models (YOLO11/YOLO26) from ONNX to CVIMODEL format for Sophgo CV181x TPU. Includes tested conversion scripts, quantization tables (qtables), and complete workflow documentation. Use when user needs to convert YOLO ONNX models to CVIMODEL, set up a TPU-MLIR conversion pipeline, configure output tensor names and quantization for YOLO models, or troubleshoot conversion issues.