Feature/sg 747 add preprocessing #804
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* wip * move to imageprocessors * wip * add back changes * making it work fully for yolox and almost for ppyoloe * minor change * working for det * cleaning * clean * undo * replace empty with none * add _get_shift_params * minor doc change * replace pydantic with dataclasses and fix typing * add docstrings * doc improvment and use get_shift_params in transforms * add tests * improve comment * rename * add option to keep ratio in rescale * make functions private * remove DetectionPaddedRescale * fix doc * add fixes * improve _get_center_padding_params output * minor fix * add empty bbox test for rescale_bboxes * finalizing _DetectionPadding, DetectionCenterPadding and DetectionBottomRightPadding * remove _pad_to_side * split rescale into 2 classes * minor addition * Add DetectionPrediction object * simplify DetectionPrediction class * add round and don't rescale if no change required --------- Co-authored-by: Eugene Khvedchenya <ekhvedchenya@gmail.com>
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The way the processing classes work is that they support processing of image and post processing of predictions, which is all that is required in inference.