Engine · Analysis Modes

Object Detection, Segmentation, or Density Map

Three ways to count. The right one depends on your cells.

ConductVision Image ships three analysis modes, selectable per protocol and switchable without restarting. Separable cells with clear boundaries want object detection. Overlapping cells where shape matters want segmentation. Cultures so dense that individual boundaries disappear want a density map, where the count is the integral of the map rather than a sum of objects.

Brightfield micrograph of a stained blood smear: a field of many discrete red blood cells with one stained white cell, the kind of countable-cell image the three analysis modes handle.
Stained blood smear — Bobjgalindo, CC BY-SA 4.0, via Wikimedia Commons
3
Analysis modes
Per protocol
Switch without restart
Count = ∫ map
Density mode
Outputs

Which mode fits your sample

This is the software’s own guidance: each mode states when it is best, what it outputs, and where it is used.

01

Object Detection

  • Best when: cells separable
  • Output: count + locations
  • Blood smears
  • Bacteria colonies
  • Yeast cells
02

Segmentation

  • Best when: cells overlap, shape matters
  • Output: individual cell masks
  • Accurate counts + morphology
  • Histology
  • Fluorescence microscopy
  • Organoids
03

Density Map

  • Best when: extremely dense, boundaries unclear
  • Output: density heatmap
  • Count = integral of map
  • Colony counting
  • Tissue sections
  • High-density cultures
04

Tuning & recount

  • Max Flow
  • Min Cell Prob
  • Min Cell Size
  • Recount without re-running
Workflow

How It Works

1

Pick a mode

Choose object detection, segmentation, or density map on the protocol.

2

Set parameters

Max Flow, Min Cell Prob, and Min Cell Size control what counts as an object.

3

Preview

Check detection on a single image before committing the batch.

4

Recount

Adjust parameters and recount from the existing result, no full re-run.

Not sure which mode fits your cells?

Send a representative image and we will tell you which mode to run, and why.

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