PlaneCycle lifts pretrained 2D models to 3D by cyclically aggregating features across orthogonal planes throughout network depth, delivering strong performance on 3D benchmarks without any training or architectural changes.
IEEE Transactions on Medical Imaging38(8), 1885–1898 (2019)
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PlaneCycle: Training-Free 2D-to-3D Lifting of Foundation Models Without Adapters
PlaneCycle lifts pretrained 2D models to 3D by cyclically aggregating features across orthogonal planes throughout network depth, delivering strong performance on 3D benchmarks without any training or architectural changes.