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Alexander Mehta

2 accepted papers

2026

Equivariant Deep Equilibrium Models for Imaging Inverse Problems

ICASSP 2026oral

Equivariant imaging (EI) enables training signal reconstruction models without requiring ground truth data by leveraging signal symmetries. Deep equilibrium models (DEQs) are a powerful class of neural networks where the output is a fixed point of a learned operator. However, training DEQs with comp…

Cited by 0SourcePDFScholar
2025

Free-running vs Synchronous: Single-Photon Lidar for High-flux 3D Imaging

ICCV 2025poster

Conventional wisdom suggests that single-photon lidar (SPL) should operate in low-light conditions to minimize dead-time effects.Many methods have been developed to mitigate these effects in synchronous SPL systems. However, solutions for free-running SPL remain limited despite the advantage of redu…

Cited by 0SourcePDFScholar