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The Mask2Former product, developed by Cheng [79], is highlighted for its capacity to effectively take care of assorted image segmentation responsibilities. It incorporates a masked focus system that localizes functions by restricting cross-notice to within the predicted mask areas. This innovative technique not simply boosts the research efficiency