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.
In: Conference on Computer Vision and Pattern Recognition
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.