Life Science

Nuclei (Fluorescence)

Fluorescence-based nuclei detection and quantification

Nuclei (Fluorescence) — ConductVision Image analysis
97.8%
Separation Accuracy
Nuclear
Morphology
Multi-Channel
Multi-Channel

Example outputs shown for illustration. Numbers depend on your samples and protocol.

Results

Each measurement below comes from your own images, tied back to the annotated frame it came from, so results stay comparable across samples, locations, and conditions.

µm or count

Nuclear count

Size and shape measured for every detected object, then summarized across the population.

Illustrative shape

In your report: Per-object table, size distribution, and summary percentiles.

µm or count

Nuclear area

Size and shape measured for every detected object, then summarized across the population.

Illustrative shape

In your report: Per-object table, size distribution, and summary percentiles.

count or µm

Signal intensity

Visible surface features detected, measured, and located against the reviewed image.

Illustrative shape
<1µm
1-2µm
2-4µm
>4µm

In your report: Per-feature list with size, position, and annotated overlays.

Built around your image set

Use the calibrated images your team already collects, together with the locations you need to compare.

01
Representative images
Provide representative microscopy or plate images with a recorded scale calibration and the regions of interest clearly visible.
02
Image capture details
Record instrument, magnification, pixel scale, preparation method, and the smallest feature the review must resolve.
03
What to compare
State the samples, number of fields, and conditions to compare. A single field of view is not treated as a whole-sample result by itself.

Each report includes

The artifacts your team receives, ready for review and archive.

Annotated image set

Original images with regions of interest, measurement points, masks, and finding overlays.

Measurement table

Location-indexed values, units, distributions, and QC flags in a structured export.

Method record

Calibration evidence, analysis settings, version history, and validation summary.

Confidence in every resultTraceable measurements, reviewed against your agreed reference method.
Traceable scale
The report records the image scale, calibration evidence, and a method-specific expanded measurement uncertainty. It does not use one product-wide accuracy number.
Reference comparison
The configured method is compared with your accepted reference method or reviewed annotations, and reports bias by measurement range and image condition.
Detection performance
Detections are evaluated against reviewed reference regions with precision, recall, and segmentation overlap, separated by the conditions that affect performance.
Repeatability
The locked protocol is rerun on the same inputs and on a defined repeat set. The review records variation from image acquisition, sampling, and analysis separately where possible.

From image to reviewed result

  1. 1

    Upload

    Load nuclear fluorescence images

  2. 2

    Segment

    AI separates touching nuclei

  3. 3

    Quantify

    Measure counts, area, and intensity

  4. 4

    Export

    Download per-nucleus measurements and summary stats

Built to handle your images

What the analysis does with the awkward cases — the reasons the numbers above hold up on real microscopy.

Touching Nuclei Separation

Advanced watershed-enhanced AI cleanly separates overlapping nuclei that confound simple thresholding

Morphology Metrics

Beyond counting — measure nuclear area, circularity, and intensity distributions for phenotypic analysis

Multi-Channel Integration

Combine nuclear channel with additional markers for co-localization studies

Works with your existing tools

Excel
GraphPad Prism
RR
Python
CSV

Related biology applications

Use these Life Science pages when the same image-analysis method needs to be evaluated in the context of an assay, marker panel, plate workflow, or biological endpoint.

Nuclei (Fluorescence) with ConductVision Image

Count and characterize nuclei stained with DAPI, Hoechst, or similar nuclear dyes. ConductVision separates touching nuclei using watershed-enhanced AI segmentation, measuring nuclear area, intensity, and morphology across large image sets with consistent precision.

Talk to a scientist

Not sure this is the right measurement?

Send a representative image and your measurement goal. A ConductVision scientist will confirm whether this is the right fit, or point you to the closer workflow, before you commit to a quote.

Share your image set
One representative image is enough to start the conversation.
Book a 30-minute review
Walk through the measurement plan and confidence evidence live.

Send a sample image and a measurement goal

We will show the closest ConductVision workflow and flag what needs custom validation for your images.