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A novel tone mapping method that not only bridges the gap between HDR RAW inputs and the LDR sRGB requirements of detection networks but also achieves end-to-end optimization with downstream tasks and achieves real-time processing of 4K high-bit-depth HDR inputs on NVIDIA Jetson platforms.