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THE BIGGEST CHALLENGES WITH AUTOMATED INSPECTION ARE
DELIVERING ACCURATE, RELIABLE AND COST EFFECTIVE SOLUTIONS
Final visual inspection of complex parts is incredibly challenging to automate because of part geometries, variations in acceptable surface finishes, and region specific inspection tolerances.
Data is a solution requirement. Complex parts often have a multitude of potential defect classes, with some being very rare. A scarcity of data typically leads to increased project delays and poor performing systems.
Final system performance will ultimately impact the ROI or success achieved by the customer. Customers need solutions that work consistently with minimal support or interventions required.
An architecture of two independent algorithms operating and communicating information to manage complex quality inspection. High performing AI with low initial data requirements. A winning combination of advanced technology for customer applications anywhere.
Active i can be deployed with data taken only from defect free part samples. Defects or anomalies will be detected immediately with the anomaly detection algorithm, and these detections enable training and optimization of the instance segmentation algorithm.
Training Data Required
| 20-30 Defect Free
Part Samples
|
Defect Detection
| Yes
|
Defect Classification
| No
|
Gauging or Measurements
| No
|
Training of this algorithm begins with the available defect data at initial deployment. With iterations, this algorithm is optimized for improved detections and defect classification. Assembly verification and gauging checks are also managed by this algorithm.
Training Data Required
| 50-100 Defective Samples
per Defect Class
|
Defect Detection
| Yes
|
Defect Classification
| Yes
|
Gauging or Measurements
| Yes
|
Active i accelerates the delivery and improves the overall performance of a working automated vision solution. It was designed specifically to solve real problems and ultimately deliver customer success!
A solution is delivered that is not capable of complete part inspection
A solution that is capable of complete part inspection
Collect additional customer data
Data unavailability causes poor system performance
Low initial data requirements
Iterative model optimization
Experiment with other approaches
Poor system performance leads to costly interventions
Proven performance with the active i architecture
Accurate and reliable system operation
Other Solution Providers
A solution is delivered that is not capable of complete part inspection
Active i from Musashi AI. A solution that is capable of complete part inspection
Other Solution Providers
Collect additional customer data
Data unavailability causes poor system performance
Active i from Musashi AI.
Low initial data requirements
Iterative model optimization
Other Solution Providers
Experiment with other approaches
Poor system performance leads to costly interventions
Active i from Musashi AI.
Proven performance with the active i architecture
Accurate and reliable system operation
Speak with an expert to see if Active i is right for your vision application.
