Jan-Lucas Uslu
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View article: Deep Learning to Automate Parameter Extraction and Model Fitting of Two-Dimensional Transistors
Deep Learning to Automate Parameter Extraction and Model Fitting of Two-Dimensional Transistors Open
We present a deep learning approach to extract physical parameters (e.g., mobility, Schottky contact barrier height, defect profiles) of two-dimensional (2D) transistors from electrical measurements, enabling automated parameter extraction…
View article: Pretrained Models from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection"
Pretrained Models from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection" Open
This repo hosts the pretrained model weights from "MaskTerial: A Foundation Model for Automated 2D Material Flake Detection" The models follow the naming scheme "MODELTYPE_MODELNAME_MATERIAL.zip". The Code for the Model is on GitHub: MaskT…
View article: MaskTerial: a foundation model for automated 2D material flake detection
MaskTerial: a foundation model for automated 2D material flake detection Open
MaskTerial is a foundation model for 2D material flake detection that uses synthetic pretraining and uncertainty modeling to enable fast adaptation to new materials with as few as 5–10 images.
View article: Quantitative determination of twist angle and strain in Van der Waals moiré superlattices
Quantitative determination of twist angle and strain in Van der Waals moiré superlattices Open
Scanning probe techniques are popular, non-destructive ways to visualize the real space structure of Van der Waals moirés. The high lateral spatial resolution provided by these techniques enables extracting the moiré lattice vectors from a…
View article: An open-source robust machine learning platform for real-time detection and classification of 2D material flakes
An open-source robust machine learning platform for real-time detection and classification of 2D material flakes Open
The most widely used method for obtaining high-quality two-dimensional (2D) materials is through mechanical exfoliation of bulk crystals. Manual identification of suitable flakes from the resulting random distribution of crystal thicknesse…
View article: An open-source robust machine learning platform for real-time detection and classification of 2D material flakes
An open-source robust machine learning platform for real-time detection and classification of 2D material flakes Open
The most widely used method for obtaining high-quality two-dimensional materials is through mechanical exfoliation of bulk crystals. Manual identification of suitable flakes from the resulting random distribution of crystal thicknesses and…