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Author

Donggeon Bae

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Jul 2026

Integrated Forward-Inverse Network for Lensless Image Reconstruction

The Integrated Forward-Inverse Network (IFIN) is proposed, a physics-guided architecture that interleaves differentiable forward projections with learnable inverse updates at every scale, enabling complementary cues to be exploited jointly in the measurement and image domains.

Donggeon Bae, Jaewoo Jung, Yong-Guk Kang et al. · 0 citations
Open access Aug 2026

Physics-guided neural network for single-shot real-time dynamic speckle imaging

The Bifurcated Speckle Network is introduced, a hybrid deep learning architecture that merges empirical data training with analytical physical models to mitigate noise artifacts of undersampled speckle measurements in RSSI and accelerates accurate flow parameter estimation for continuous biological monitoring.

Sangjun Byun, Changyoon Yi, Donggeon Bae et al. · 0 citations

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