Frontier agentic AI models consistently fail at computational imaging tasks requiring physics-aware inversion, producing visually plausible but physically incorrect outputs.
Bayesian-based iterative method of image restoration
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2representative citing papers
VOLT is a probabilistic transport method with a 3D anisotropic network that improves wide-field microscopy volume reconstruction in lateral and axial directions while supplying voxel-wise credibility estimates.
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Does AI Understand Imaging? A Systematic Benchmark of Agentic AI for Computational Imaging Tasks
Frontier agentic AI models consistently fail at computational imaging tasks requiring physics-aware inversion, producing visually plausible but physically incorrect outputs.
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VOLT: Volumetric Wide-Field Microscopy via 3D-Native Probabilistic Transport
VOLT is a probabilistic transport method with a 3D anisotropic network that improves wide-field microscopy volume reconstruction in lateral and axial directions while supplying voxel-wise credibility estimates.