Custom segmentation pipeline
A purpose-built pipeline resolves touching and overlapping particles across SEM & TSEM micrographs.
ML segmentation · electron microscopy
Lumafly builds Atlas - a particle analysis application that detects every particle in SEM and TSEM micrographs and turns their size, shape, and distribution into reportable statistics in minutes. Any instrument, your infrastructure.
Vendor agnostic
Works on images from any instrument
No tie-in to a microscope maker, an acquisition suite, or a file format. SEM and TSEM micrographs from mixed fleets go through the same pipeline and come out comparable.
Deploy anywhere
On-prem, air-gapped, or cloud
The same application runs inside your own network with no data leaving it, or managed on Azure, AWS, or GCP. Your infrastructure rules, not ours.
Fast
Minutes, not manual hours
Hours of manual labelling become minutes of processing and review - at a fraction of the cost, and repeatable every time you run it.
Atlas replaces slow, manual particle measurement with a custom segmentation pipeline. Results stay consistent and unbiased across every image, so analysis is faster, more reliable, and fully reproducible.
A purpose-built pipeline resolves touching and overlapping particles across SEM & TSEM micrographs.
The same criteria apply to every particle and image - no operator drift, no subjective bias.
Set thresholds, preview results, and hand-edit any segmentation before you commit.
Configurable, extendable preprocessing pipelines tune to your imaging modality and use case.
Min & max Feret, AED, circularity, custom metrics - the inputs for nanomaterial classification.
Runs entirely inside your network. No image or measurement data ever leaves your system.
Managed deployment on your provider of choice for fast rollout and easy scaling.
Per-particle tables and summary statistics export to CSV, XLSX, or a format you specify, for existing reporting templates.
A documented API links Atlas to your LIMS, ELN, or data warehouse. MCP tools can optionally expose the same operations to agentic workflows - off by default.
We walk you through the app, map your imaging techniques and sample types, and align on needs, timeline, and how we'll work together.
We analyse representative images, assess feasibility, and calibrate preprocessing for your data.
A working model on your own micrographs, validated against your measurements before any rollout.
A fully functioning web-based application, deployed in the cloud or inside your own environment - ready for daily use.
Developer
Builds Atlas end to end - the segmentation pipeline, the workbench, and the deployments that run it.
Domain expert & analyst
Brings the microscopy side - sample types, measurement practice, and validating what Atlas reports.
Get in touch
Tell us about your imaging techniques and sample types, and where you need Atlas to run.
hello@lumafly.eu