Nemoceph 13 [upd] - Software

The software is engineered to streamline the complex workflows of modern orthodontic practices:

A new PyQt6-based GUI allows skeleton tracing and error correction in 2D/3D. Corrected labels are fed back into the model via a lightweight incremental learning module (using experience replay). Export formats: NeuroH5, SWC, OBJ, and DVID. software nemoceph 13

We provide Docker and Singularity containers, a command-line interface for HPC, and a Python API ( nemoceph-api ). Version 13 is the last release supporting legacy .mrc stacks; version 14 will transition to OME-Zarr. The software is engineered to streamline the complex

We fine-tune a ResNet-34 U-Net with a contrastive loss (SimCLR framework) on 5% labeled slices. The remaining slices are pseudo-labeled via test-time augmentation. Outputs are refined using a conditional random field (CRF) with FIB-specific edge potentials. We provide Docker and Singularity containers, a command-line

is not a casual tool for occasional simulation. It is a high-performance, specialized environment designed for engineers and researchers who prioritize computational efficiency and advanced multiphysics capabilities over a polished user interface. If your work involves nonlinear contact, large deformation, fluid-structure interaction, or running simulations on HPC clusters, Nemoceph 13 delivers class-leading speed and scalability.