Research graph
References from LMFGL-Net: A lightweight Multi-Focus network with Global-Local focus interaction toward In-Situ depth estimation in laser micromachining. Local targets link to admitted publications; unresolved targets remain external evidence.
In-Situ Depth Measurement of Laser Micromachining
10.3390/photonics8110493 · 2021 · External reference
Feedback-corrected laser micromachining based on in-situ depth monitoring using laser triangulation
10.1364/ol.546406 · 2025 · External reference
3D in-situ profiling in a laser micromachining station using dual-comb LiDAR, Optics
10.1364/optcon.572873 · 2025 · External reference
Review of in-situ process monitoring for ultra-short pulse laser micromanufacturing
10.1016/j.jmapro.2024.12.011 · 2025 · External reference
Three-dimensional laser micromachining system with integrated sub-100 nm resolution in-situ measurement
10.1364/oe.515207 · 2024 · External reference
Development of an In-Situ Laser Machining System using a Three-Dimensional Galvanometer Scanner
10.1016/j.eng.2019.07.024 · 2020 · External reference
Deep Depth from Focus, in
2019 · External reference
Focus on Defocus: Bridging the Synthetic to Real Domain Gap for Depth Estimation, in
2020 · External reference
Bridging Unsupervised and Supervised Depth from Focus via All-in-Focus Supervision
2021 · External reference
Deep Depth from Focus with Differential Focus volume, in
2022 · External reference
10.1007/978-3-031-19769-7_1
10.1007/978-3-031-19769-7_1 · External reference
Relative multiscale deep depth from focus
10.1016/j.image.2021.116417 · 2021 · External reference
Deep Depth from Focal Stack with Defocus Model for Camera-setting Invariance
10.1007/s11263-023-01964-x · 2024 · External reference
10.24963/ijcai.2025/241
10.24963/ijcai.2025/241 · External reference
Depth from focus with your mobile phone, in
2015 · External reference
Analysis of focus measure operators for shape-from-focus
10.1016/j.patcog.2012.11.011 · 2013 · External reference
3D shape reconstruction from multifocus image fusion using a multidirectional modified Laplacian operator
10.1016/j.patcog.2019.107065 · 2020 · External reference
Focus measure through vectorization analysis for microscopic shape from focus
10.1016/j.micron.2025.103939 · 2026 · External reference
From Handcrafted Focus Measurement Operators to Deep Learning: a Comprehensive Review of Shape from Focus strategies
10.1007/s11831-026-10547-1 · 2026 · External reference
Shape from focus
10.1109/34.308479 · 1994 · External reference
Multi-dimensional wear parameter detection of milling cutters using microscopic image sequence reconstruction
10.1016/j.measurement.2025.118284 · 2025 · External reference
A novel algorithm for estimation of depth map using image focus for 3D shape recovery in the presence of noise
10.1016/j.patcog.2007.12.014 · 2008 · External reference
Improvements in Shape-From-Focus for Holographic Reconstructions with Regard to Focus Operators, Neighborhood-size, and Height Value Interpolation
10.1109/tip.2008.2007049 · 2009 · External reference
Variational Depth from Focus Reconstruction
10.1109/tip.2015.2479469 · 2015 · External reference
Robust Focus volume Regularization in Shape from Focus
10.1109/tip.2021.3100268 · 2021 · External reference
Energy minimization for image focus volume in shape from focus
10.1016/j.patcog.2022.108559 · 2022 · External reference
Adaptive weighted guided image filtering for depth enhancement in shape-from-focus
10.1016/j.patcog.2022.108900 · 2022 · External reference
Efficient graph cut optimization for shape from focus
10.1016/j.jvcir.2018.06.029 · 2018 · External reference
3D shape reconstruction from focus and enhanced focus volume
10.1016/j.measurement.2025.116668 · 2025 · External reference
Three-dimensional reconstruction of wear particle surfaces using multi-focus image sequence
10.1016/j.measurement.2024.114925 · 2024 · External reference
Rational Filters for Passive Depth from Defocus
10.1023/a:1007905828438 · 1998 · External reference
10.1007/978-3-540-88693-8_5
10.1007/978-3-540-88693-8_5 · External reference
Robust Estimation of a Location Parameter
10.1214/aoms/1177703732 · 1964 · External reference
10.1007/978-3-031-19769-7_1
10.1007/978-3-031-19769-7_1 · ExternalCitation · doi-reference
10.1007/978-3-540-88693-8_5
10.1007/978-3-540-88693-8_5 · ExternalCitation · doi-reference
Deep Depth from Focal Stack with Defocus Model for Camera-setting Invariance
10.1007/s11263-023-01964-x · ExternalCitation · doi-reference
From Handcrafted Focus Measurement Operators to Deep Learning: a Comprehensive Review of Shape from Focus strategies
10.1007/s11831-026-10547-1 · ExternalCitation · doi-reference
Development of an In-Situ Laser Machining System using a Three-Dimensional Galvanometer Scanner
10.1016/j.eng.2019.07.024 · ExternalCitation · doi-reference
Relative multiscale deep depth from focus
10.1016/j.image.2021.116417 · ExternalCitation · doi-reference
Review of in-situ process monitoring for ultra-short pulse laser micromanufacturing
10.1016/j.jmapro.2024.12.011 · ExternalCitation · doi-reference
Efficient graph cut optimization for shape from focus
10.1016/j.jvcir.2018.06.029 · ExternalCitation · doi-reference
Three-dimensional reconstruction of wear particle surfaces using multi-focus image sequence
10.1016/j.measurement.2024.114925 · ExternalCitation · doi-reference
3D shape reconstruction from focus and enhanced focus volume
10.1016/j.measurement.2025.116668 · ExternalCitation · doi-reference
Multi-dimensional wear parameter detection of milling cutters using microscopic image sequence reconstruction
10.1016/j.measurement.2025.118284 · ExternalCitation · doi-reference
Focus measure through vectorization analysis for microscopic shape from focus
10.1016/j.micron.2025.103939 · ExternalCitation · doi-reference
A novel algorithm for estimation of depth map using image focus for 3D shape recovery in the presence of noise
10.1016/j.patcog.2007.12.014 · ExternalCitation · doi-reference
Analysis of focus measure operators for shape-from-focus
10.1016/j.patcog.2012.11.011 · ExternalCitation · doi-reference
3D shape reconstruction from multifocus image fusion using a multidirectional modified Laplacian operator
10.1016/j.patcog.2019.107065 · ExternalCitation · doi-reference
Energy minimization for image focus volume in shape from focus
10.1016/j.patcog.2022.108559 · ExternalCitation · doi-reference
Adaptive weighted guided image filtering for depth enhancement in shape-from-focus
10.1016/j.patcog.2022.108900 · ExternalCitation · doi-reference
Rational Filters for Passive Depth from Defocus
10.1023/a:1007905828438 · ExternalCitation · doi-reference
Shape from focus
10.1109/34.308479 · ExternalCitation · doi-reference
Improvements in Shape-From-Focus for Holographic Reconstructions with Regard to Focus Operators, Neighborhood-size, and Height Value Interpolation
10.1109/tip.2008.2007049 · ExternalCitation · doi-reference
Variational Depth from Focus Reconstruction
10.1109/tip.2015.2479469 · ExternalCitation · doi-reference
Robust Focus volume Regularization in Shape from Focus
10.1109/tip.2021.3100268 · ExternalCitation · doi-reference
Robust Estimation of a Location Parameter
10.1214/aoms/1177703732 · ExternalCitation · doi-reference
Three-dimensional laser micromachining system with integrated sub-100 nm resolution in-situ measurement
10.1364/oe.515207 · ExternalCitation · doi-reference
Feedback-corrected laser micromachining based on in-situ depth monitoring using laser triangulation
10.1364/ol.546406 · ExternalCitation · doi-reference
3D in-situ profiling in a laser micromachining station using dual-comb LiDAR, Optics
10.1364/optcon.572873 · ExternalCitation · doi-reference
10.24963/ijcai.2025/241
10.24963/ijcai.2025/241 · ExternalCitation · doi-reference
In-Situ Depth Measurement of Laser Micromachining
10.3390/photonics8110493 · ExternalCitation · doi-reference
