Image processing for Large Images and vGPU

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Dear Team, I am planning to use GPU with my opencv code to improve the performance of my image processing algorithm. as my images are of size 5000*5000 pixels and performing Image processing on these images I need significant performance improvement using GPU. Can anyone please suggest me the best GPU i can use for my work?

Thanks in advance.