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This work forms automatic prompting as lightweight point-set planning and isolate the point source under a frozen pathway for frozen SAM, a 1.52M-parameter plug-in point-set planner for frozen SAM that preserves SAM's point-prompt interface and enables reuse across backbones.
Closing the supervision gap in GUI agents boosts success rates from the low-30% range to over 50% through innovative skill-guided learning.
ClinReadNet achieves unprecedented accuracy in low-dose abdominal CT image quality assessment by mirroring the nuanced reading strategies of radiologists.
By mimicking clinical reasoning with a hierarchical concept library, CoRE overcomes the limitations of existing continual learning methods in handling the complexities of brain lesion segmentation.
