A temporal adapter injects adjacent-slice context into VLM token representations, raising mean Dice from 0.498 to 0.704 on FLARE22 and reducing cross-domain drop from 38% to 24.9%.
Embracing imperfect datasets: A review of deep learning solutions for medical image segmentation.Medical image analysis, 63:101693
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T-Gated Adapter: A Lightweight Temporal Adapter for Vision-Language Medical Segmentation
A temporal adapter injects adjacent-slice context into VLM token representations, raising mean Dice from 0.498 to 0.704 on FLARE22 and reducing cross-domain drop from 38% to 24.9%.