Mask R-CNN ResNet50 FPN - COCO Instance Segmentation
An established class-aware instance segmentation baseline that predicts a box and a mask for each detected object. Adapt the COCO checkpoint before mapping custom GIS assets.
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Instance Segmentation
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SAM 2.1 Hiera Tiny - Promptable Instance Masks
Use points or boxes to extract individual object masks. SAM 2.1 supports interactive image segmentation and video object tracking, without assigning semantic class names.