photo intake
This element is part of the full workflow: from input data to review and result.
timber industry and logistics
Timber Stack Analysis
A visual analysis solution for timber stacks: photo processing, object isolation, result accounting and transfer to reporting.
data loop production-ready
01 Data
02 Processing
03 Review
04 Report
API integrations and statuses
Reports PDF, XLS, BI
AI validated on data
task
What had to be solved
Make timber stack assessment more transparent and reduce dependence on manual counting.
The real project name, client, site, plate numbers, coordinates, internal URLs and identifiers are not disclosed.
constraints
What we had to account for
- different shooting angles
- overlapping objects
- lighting conditions
- public materials had to be anonymized
Project loop
01 detection and segmentation
02 manual result correction
03 metric calculation
04 tabular export
implementation
What was built
image processing
This element is part of the full workflow: from input data to review and result.
annotation interface
This element is part of the full workflow: from input data to review and result.
review history
This element is part of the full workflow: from input data to review and result.
result export
This element is part of the full workflow: from input data to review and result.
result
What the business gets
- data became easier to review
- results can be reopened and corrected
- reporting depends less on manual spreadsheets
reuse
What applies to similar tasks
- photo object analysis
- operator correction
- result tracking
- tabular export
stack
Technologies and approaches
PythonOpenCVPostgreSQLTypeScriptPDF/XLS
next step
Need to solve a similar task?
Describe the data, current workflow, constraints and expected result. We will suggest a safe format for the first validation.