Standardize
Protocol Builder
Save fixed analysis workflows every team member runs identically. Lock parameters, prevent drift, and standardize methods across multi-site studies.
AI-Powered Image Analysis
AI-Powered Microscopy Image Analysis Software
Automated cell counting, colony counting, particle sizing, and image quantification — no coding required. ConductVision Image replaces manual workflows with AI segmentation, locked protocols, and publication-ready exports that work with any microscope.
ConductVision Image — Nuclei Detection Protocol
0cells detected
Analysis Running
0%
0+
Active Labs
0M+
Images Analyzed
0%
Detection Precision
0%
Below Legacy Pricing
Core capabilities
No macros. No scripting. No fragile spreadsheets.
Five capabilities that replace scattered manual workflows with one standardized, auditable platform.
Detect
AI Segmentation
Automatic cell and feature identification without manual thresholding. Visual overlays show exactly what was detected, and why.
Defend
Audit Trail
Complete transparency on every setting and adjustment. Reviewers see the exact pipeline that produced your data.
Scale
Batch Processing
Apply your locked protocol to thousands of images at once. High-throughput analysis without manual intervention or crashes.
Report
One-Click Reporting
Export annotated images, summary data, and a methods paragraph together. Publication-ready figures and tables in a single click.
See it in action
Automated cell tracking, start to finish
Watch ConductVision detect, segment, and track cells across a live imaging sequence — no thresholding by hand, no scripting.
ConductVision Colony Counting
CFU
counts
Batch
folders
Overlay
review
Featured application
ConductVision Colony Counting Software
A dedicated colony-counting workflow for agar plates: upload a plate image or image folder, set plate-aware gates, and export counts with colony locations, overlays, and distribution analysis. It is software for existing image files, not a separate device.
Typical workflow
Upload, gate, count
Use one agar plate image when you only need the final colony count or a count at a specific time point.
Time points
Compare existing image series
Analyze images collected at scheduled time points for growth curves without changing the counting workflow.
Batch mode
Plate folders and dilution series
Apply the same locked colony-detection settings across plate folders, dilution series, or repeated experiments.
AI output
Counts, locations, distribution
Export colony segmentation, total counts, colony coordinates, and spatial distribution summaries for one image or a folder.
Applications
19 built-in analysis workflows spanning life sciences and materials science, with full support for custom protocols.
Life SciencePathology and Histology
Slide QC, H&E nuclei, DAB quantification, morphology, and instrument workflow handoffs
Life ScienceCell Count (Fluorescence)
Precise cell counting using fluorescent markers
Life ScienceCell Confluence
Monitor culture coverage in real time
Life ScienceNuclei (Fluorescence)
Fluorescence-based nuclei detection and quantification
Life ScienceHematoxylin-Stained Nuclei
Detect nuclei in H&E histology sections
Life ScienceDAB Stained Tissue Analysis
Quantify DAB staining intensity in IHC samples
Life ScienceLive/Dead Cell Viability
Dual-fluorescence viability assessment
Life ScienceObject Count (General)
Versatile object detection for any sample type
Life ScienceColony Counting Software
AI colony counts from uploaded agar plate images
Life SciencePercent Area (General)
Coverage and area percentage calculations
Materials ScienceParticle Size Analysis
Image-based particle size distribution
Materials ScienceGrain Size (ASTM E112)
Standardized grain size per ASTM E112
Materials SciencePhase & Microstructure Quantification
Measure area fractions of phases and structures
Materials ScienceDefect Detection & Counting
Automated defect identification and counting
Materials ScienceCoating & Thin Film Coverage
Assess thickness and uniformity of coatings
Materials ScienceCoating Thickness & Porosity
Measure coating layers, black-area porosity, and Vickers indentation dimensions
Materials ScienceSurface Coverage & Porosity
Quantify porosity and surface coverage
Materials ScienceFiber & Inclusion Analysis
Measure fiber length, orientation, and density
Materials ScienceCustom Inspection Workflows
Build repeatable routines for your own criteria
Medical Device & Pharma QCMicrosphere Analysis
Count, diameter & size distribution for drug-delivery and calibration microspheres
Prefer to browse by field?
Validated Performance
99% precision. Validated on 23,000+ cells.
Tested against expert manual counting — the gold standard in cell biology.
96%
Overall Accuracy
Combined precision and detection rate vs. expert counts
99%
Precision
Virtually no false detections
93%
Detection Rate
Finds the vast majority of real cells
Representative output from the evaluation set. Left: predicted instance segmentation with unique colors per cell. Center: segmentation contours overlaid on the original image. Right: original fluorescence microscopy input. Evaluated on 200 images containing 23,615 manually annotated cells at IoU = 0.5.
Trust your counts
99% precision means nearly every detected cell is real. No phantom counts inflating your data or triggering unnecessary review cycles.
Miss less
93% detection rate across diverse cell types. The model finds cells that manual counting overlooks, especially in dense or overlapping regions.
Standardize results
Same algorithm, same parameters, every time. Eliminate inter-operator variability and produce counts that hold up across reviewers and publications.
Full Evaluation Data
| IoU Threshold | True Pos. | False Pos. | False Neg. | Precision | Recall | F1 Score |
|---|---|---|---|---|---|---|
| 0.3 (lenient) | 21,940 | 129 | 1,675 | 99.4% | 92.9% | 96.1% |
| 0.5 (standard) | 21,891 | 178 | 1,724 | 99.2% | 92.7% | 95.8% |
| 0.7 (strict) | 21,593 | 476 | 2,022 | 97.8% | 91.4% | 94.5% |
| 0.9 (very strict) | 17,652 | 4,417 | 5,963 | 80.0% | 74.7% | 77.3% |
Live-Cell Tracking
Beyond counting: track every cell through time
Point ConductVision Image at a time-lapse video and it follows each cell frame by frame — reconstructing how cells move, divide, and disappear. You get trajectories, full lineage trees, and population dynamics, not just a single-frame count.
Tracking Result — trajectories & lineage
Cell trajectories
Division / lineage tree
● Dividing cell● Leaf (no division)Root → daughter over frames
Motion
Per-cell motion
- Total path length
- Net displacement
- Directionality
- Mean squared displacement (MSD)
Lineage
Division & lineage
- Parent → daughter tree
- Depth & descendants
- Division events
- Censored / dead / orphan flags
Temporal
Population over time
- Average speed
- Proliferation rate
- Survival rate
- Frame-by-frame curves
Population
Forest-level metrics
- Tree & branching rate
- Max / mean depth
- Leaf fraction
- Mean / max lifespan
Exports high-resolution:Cell trajectory chartsCell division / lineage treesSpatial activity heat mapsTemporal charts (speed, proliferation, survival)
Morphology
Sixteen shape and size measurements per object — automatically
Every segmented cell, nucleus, particle, or grain is measured for its full morphology in the same pass that counts it. Results report in pixels and convert to microns the moment you set a scale.
Used across cell biology, pathology, microbiology, materials science, and neuroscience — wherever object shape and texture carry the signal.
Core measurements
AreaContour areaPerimeterEquivalent diameterCircularityMajor axisMinor axisAspect ratioElongationOrientationSolidityConvexityCentroidMax FeretMin FeretLabel ID
Advanced descriptors
Hu MomentsZernike MomentsShape descriptorsGLCM textureNearest-neighbor distance
Particle & Microsphere Sizing
Full size distributions, not just counts
Microsphere and particle protocols return the distribution statistics that QC and formulation teams actually report — percentiles, spread, and a fitted normal curve over the diameter histogram.
D10 / D50 / D90
Size percentiles
Mean ± SD
Diameter distribution
Median
Central tendency
Min / Max
Full range
Scientific rigor
Built for numbers you can defend
The engine and controls behind every count, measurement, and distribution.
Flow-field AI segmentation
Every pixel gets a cell-probability and a flow vector toward its cell center, so touching and overlapping objects separate cleanly — no manual thresholding.
Selectable AI models
Match the model to your image. Choose the microscopy, plate, or microsphere image type and the system routes to the AI model tuned for it.
Interactive recount
Adjust max flow, minimum cell probability, or minimum size and re-run the count on the spot — tune to your ground truth without reprocessing from scratch.
Pixel-to-micron calibration
Define the pixel-to-micron ratio once and every measurement — area, diameter, Feret, distances — converts to real-world units automatically.
Synced source & result review
Compare the segmentation overlay against the original image side by side at matched zoom and pan, so you verify every detection before it reaches your data.
AI preprocessing
Microscope-agnostic denoising and normalization, plus neurite probability maps and multi-scale handling for thin structures like axons, run before segmentation.
How It Works
From raw images to publication in four steps
Step 01
Define your protocol once
Set segmentation parameters, thresholds, and measurement rules. Lock the protocol so every analyst runs the identical pipeline.
Parameter lockingTeam sharingVersion control
Step 02
AI detects, you verify
Automated segmentation identifies cells, particles, defects, or regions of interest. Visual overlays let you confirm what was found.
AI segmentationVisual overlaysConfidence scores
Step 03
Batch hundreds of images
Apply your locked protocol to entire image sets in one click. Process overnight runs, multi-well plates, or time-lapse series without touching a single parameter.
High throughputQueue managementProgress tracking
Step 04
Export publication-ready data
Annotated images, summary statistics, and method descriptions export together. Drop directly into your manuscript, or pipe CSVs into R, Python, or Prism.
CSV / ExcelAnnotated imagesMethods text
Outgrew ImageJ?
If you're spending hours writing macros, fighting plugin conflicts, or getting inconsistent results across observers — ConductVision eliminates all of that.
- ✓No coding — reproducible analysis protocols with point-and-click setup
- ✓No plugins — 17 analysis modules built in (cell count, colony count, confluence, viability, particle size, grain size, and more)
- ✓No observer bias — AI segmentation delivers consistent results every time, across every operator
- ✓Commercial support — real humans who understand microscopy, not Stack Overflow threads
ImageJ → ConductVision
Setup time per analysisHours → Minutes
Inter-observer variability15-30% → <2%
Batch capacityManual → 5,000+ images
Protocol reproducibilityFragile → Locked
Audit trailNone → Complete
How it compares
ConductVision vs. the Alternatives
How ConductVision Image stacks up against the free and commercial microscopy tools most labs already run.
| Feature | RecommendedConductVision Image | ImageJ / Fiji | Image-Pro (MediaCybernetics) |
|---|---|---|---|
| AI segmentation | Built-in | Plugin required | (v11+) |
| Coding required | No | Yes (macros / scripts) | No |
| Works with any microscope | |||
| Batch processing | 5,000+ images | Manual scripting | |
| ASTM E112 compliance | Built-in | ||
| Locked protocols | Version-controlled | No locking | Partial |
| Audit trail | Full | Partial | |
| Commercial support | Dedicated team | Community only | |
| Pricing | Request quote | Free / open source | ~$2K–$5.5K/year |
Reproducibility
Standardize Your Science
Define your method once. Lock it forever. Ensure every researcher measures with the exact same ruler, regardless of who runs the experiment.
Create locked standards for everyday tasks
Cell and nuclei countingArea and coverage measurementsSignal intensity and ratio protocolsColony counting standardsParticle analysisSize and shape distribution
Explore Example ProtocolsBelow legacy pricing. Above legacy capability.
All plans include 5 seats, unlimited analysis, and automatic updates. No per-image fees.
1-Year Plan
5 seats included
$1,750/year
- Unlimited image analysis
- All 17 built-in protocols
- Custom protocol builder
- Batch processing
- Standard support
- Automatic updates
3-Year Plan
$4,950 total · Save 6%
$1,650/year
- Everything in 1-Year
- Priority support
- Early access to new protocols
- Dedicated onboarding call
- Price lock for 3 years
- Multi-lab discount eligible
5-Year Plan
$6,250 total · Save 29%
$1,250/year
- Everything in 3-Year
- Custom protocol development
- Annual training session
- Price lock for 5 years
- Lowest per-seat cost
- Grant budget friendly
Enterprise & Core Facilities
On-premise deployment, unlimited users, LIMS integration, and a dedicated account manager.
Deployment
Your data, your rules
Both options use the same interface and produce identical, standardized outputs.
☁
Cloud
Browser-based access with automatic updates. No IT setup required — your team is analyzing images in minutes.
- ✓Zero installation
- ✓Automatic updates & new protocols
- ✓Access from any device
- ✓SOC 2 compliant infrastructure
- ✓99.9% uptime SLA
⚙
On-Premise
Local server or private cloud for institutions with strict data residency or air-gap requirements.
- ✓Data never leaves your network
- ✓HIPAA & GxP compatible
- ✓Active Directory / LDAP integration
- ✓Admin control panel
- ✓Dedicated support engineer
Common questions
Ready to standardize your image analysis?
Request a demo and see ConductVision Image running on your own images within the week.
