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Ultra-high-resolution segmentation doesn't require dense full-grid inference: continuous coordinate queries concentrated along semantic boundaries match or outperform much larger ViTs at a fraction of the compute.
Spectral gating through damped oscillations allows INRs to learn complex signals without the burden of hyperparameter tuning, achieving state-of-the-art results in the process.
ModMap's cross-view modulation approach unlocks state-of-the-art 3D anomaly detection, proving that explicitly modeling view-dependent relationships is key to leveraging multiview data.