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You may look into libjpegTurbo, a SIMD accelerated libjpeg-compatible JPEG codec library.
I went hunting and found another potential resource: an open source project for implementing jpeg on OpenCL.
I also found a link direct to the example for this library, at the link below. It appears to be well commented.