Computer Vision Software Development Services
Machine vision (MV) technology extracts information from an image, analyzes it, and triggers the execution of a set of activities. Since 2013, ScienceSoft has been developing custom computer vision software to enable automatic inspection, process control, robot guidance, and more.
Machine Vision Use Cases in Manufacturing
MV software systems enable every aspect of automated visual inspection (AVI) of both still and moving objects and their parts:
Object recognition, classification and sorting
Detection of visual defects and anomalies
Assembly verification
High-precision measurement for dimensional accuracy
Recognition of item location and positioning
3D scanning, modeling and mapping
Counting in piles, stacks, and more (including touching and overlapping objects)
Barcode / label verification and validation, using optical character recognition (OCR) and 1D / 2D symbol decoding
Machine Vision Benefits You Can Get
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Detect assembly defects and increase the output quality. |
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Improve customer safety by preventing faulty assembly and mislabeling. |
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Reduce the workforce’s health risks resulting from manual handling of inspected objects. |
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Reduce waste in the final product by eliminating assembly line and inspection errors. |
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Shorten delivery time by speeding up inspection at all production and post-production stages. |
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Comply with regulations, including those on barcode grading, global traceability and mass serialization. |
Why Develop Computer Vision Software with ScienceSoft
- Experience in manufacturing IT since 1989.
- 35 years in C++ software development.
- Data science and AI since 1989.
- Image analysis expertise since 2013.
- 750+ skilled employees on board.
- Established Lean, Agile, and DevOps processes.
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ISO 9001 and ISO 27001-certified to assure the quality of the image analysis services and the security of the customers' data.
What makes ScienceSoft different
We achieve project success no matter what
ScienceSoft does not pass mere project administration off as project management, a practice that's unfortunately common in the market. We drive projects to their goals, mitigating risks and overcoming constraints.
Computer Vision Software We Develop
Image analysis software for PC-based machine vision systems
Image analysis software for smart cameras
An image analysis module for integration into third-party hardware
Technologies We Use
Our Machine Vision Solutions Cover
1
Image acquisition
We work with versatile image sources, including the option to combine several sources in single image analysis:
- Visible light, including LEDs.
- Line scan imaging.
- Infrared lights.
- Microscopy.
- X-ray.
2
Preprocessing
- Image restoration.
- Noise reduction.
- Deconvolution.
- Enhancement.
3
Feature extraction
4
High-level image processing
- Segmentation.
- Pose estimation (geometric and learning-based).
- Object-based image analysis (OBIA).
- Registration (overlaying images of the same scene taken at different times).
- Pattern matching for location and verification using reference objects.
- Quantification.
5
Decision-making
Such as in pass/fail and match/no-match tests.
6
Results delivery
Communication of the decision from the MV system to the automation system in control via digital I/O, serial buses, protocols, and networks.
Computer Vision Software Development Services
Software consulting
- MV solution design.
- Selection of hardware (camera, lighting, etc.).
- Business case creation.
- Selection of the optimal implementation option:
- Third-party computer vision software API integration and customization.
- Developing ML-driven technology from scratch.
- Leveraging cloud services.
- MV project planning.
- PoC and prototyping (if required).
Software development
- Business analysis.
- Solution design and software architecture.
- Computer vision software development and integration with hardware and third-party apps, IoT (sensors, cameras, controllers, etc.).
- Quality assurance (manual and automated testing).
- Software maintenance and support.
