Key Use Cases
- Weapon & Incident Detection – Identify guns, knives & suspicious activities
- Person Tracking & Re-Identification – Advanced AI to monitor and track movement
- Vehicle Monitoring – Detect stolen or dangerous vehicles & emission zone payments
- Number Plate Recognition – Support toll payments, parking, and traffic violations
- Satellite Surveillance – Cloud cover, ground disturbances & object detection
Explore More Use Cases - Gun Detection
Use Cases
- Gun identification
- Incident detection
- Event recognition, often as important as detecting the object
- Person tracking / re-identification
Chameleon Benefits
- Taking guns into a public environment is very problematic and risks causing the public to panic. Creating the scene and scenario in Chameleon removes all of these risks
- Once a scenario has been created in Chameleon it can be repeated multiple times to support varying lighting and weather conditions
- Person reidentification requires large variations in human appearances to ensure the network is not over fitting to a particular type of person. Configurable actors makes this easy in Chameleon
- Transferring the use case to a different location/place is easy in Chameleon with all assets being reusable
Gun Detection - Data Pack Examples
- Invariance Training Data Packs are designed to train AI networks to reliably identify the object of interest in various environments, while distinguishing it from similar or false objects. These data packs ensure that the AI system can recognize the target object with high accuracy, even in complex, real-world scenarios.
- To validate the model’s effectiveness, the object is placed within an environment that mirrors real-world conditions. This testing phase ensures the AI performs optimally in context, providing more accurate and robust detection when deployed.
Explore More Use Cases - Knife Crime
Use Cases
- Object detection
- Incident detection e.g. knife crime
- Often the event is as important as detecting the object, so video clips of an incident are important with beginning and ending of the event clearly identified
- Person tracking / re-identification
Chameleon Benefits
- Creating these sort of incidents in the real world are complex and can lead to public panic. This is avoided by creating the scenes and scenarios in Chameleon.
- Once a scenario has been created in Chameleon it can be repeated multiple times to support varying lighting, time of day and weather conditions
- Orientation of cameras in smart city varies significantly. Chameleon can easily map real world orientations into the virtual environment and synchronize cameras across broad areas to create AI training data for person tracking and re-identification
Explore More Use Cases - Satellite Surveillance
Use Cases
- New satellite use cases can be prototyped with the platform ahead of satellite deployment
- Object identification
- Cloud cover detection
- Ground disturbances
Chameleon Benefits
- Chameleon’s camera interface can be used to match a camera pipeline, an efficient way of prototyping new satellite use cases to test customer interest ahead of a launch
- Continuous zoom is possible from above clouds to ground level with continuous high-quality rendering at all stages
- Digital twin technology supporting FBX allows mapping of real-world areas into Chameleon
Explore More Use Cases - Vehicle Tracking
Use Cases
- Vehicle of interest
- Dangerous/damaged vehicle
- Stolen vehicle
- Emission zone payments
Chameleon Benefits
- Vehicle Tracking Beyond License Plates: When plates are not visible, identifying cars by colour, type, and accessories (roof racks, bike racks, etc.) becomes essential.
- AI Training with Synthetic Images: Invariant synthetic images help train networks to recognize vehicle body shapes from multiple angles.
- Diverse Color Testing: Multiple car colors ensure robust model performance across different scenarios.
- Realistic City Environments: Mindtech provides a wide range of urban scenes, offering varied backgrounds for training.
- Weather & Lighting Variability: Easily generate day, night, and poor weather conditions to improve AI adaptability.
Explore More Use Cases - Number Plate Detection and Reading
Use Cases
- Car parking
- Toll road payments
- Traffic violation events
- Insurance verification
Chameleon Benefits
- Orientation of cameras in smart city varies significantly. In Chameleon its easy to map any camera type and orientation into a scene
- Number plates from foreign countries can be created to expand the robustness of the network
- Day/night/poor weather conditions can be easily generated
- Occlusions of number plate can be created to test the AI network against
- Per character segmentation of number plate is available
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If you would like to discuss how our Data Packs could work for your organisation, please get in touch.