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Modeling and Compensating Temperature-Dependent Non-Uniformity Noise in IR Microbolometer Cameras
Alejandro Wolf1, Jorge E Pezoa2,3, Miguel Figueroa4,5
1Electrical Engineering Department, Universidad de Concepción, Edmundo Larenas 219, Concepción 4030000, Chile. alejandrowolf@udec.cl.
This study introduces a new model and algorithm to reduce spatial non-uniformity (NU) noise in infrared (IR) camera images. The method effectively compensates for temperature-dependent noise variations, improving image quality.
Area of Science:
- Infrared Imaging Technology
- Image Processing
- Sensor Calibration
Background:
- Uncooled microbolometer-based infrared (IR) cameras suffer from spatial non-uniformity (NU) noise.
- This NU noise creates fixed patterns in images, and its intensity fluctuates with camera temperature instability.
Purpose of the Study:
- To develop a novel model and compensation algorithm for spatial NU noise and its temperature-dependent variations.
- To improve the accuracy and reliability of IR imaging systems.
Main Methods:
- A model separating NU noise into constant and dynamic (temperature-dependent) components was developed.
- Offline characterization of NU parameters using a black-body radiator and temperature samples.
- Online estimation of temperature-dependent variations using Hammerstein-Wiener and pixelwise least mean squares (LMS) estimators.
Main Results:
- The proposed algorithm effectively compensated for NU noise in long-wave IR camera images.
- Achieved a root mean square error of less than 0.25 °C.
- Demonstrated excellent NU correction performance despite a ~15 °C array temperature variation.
Conclusions:
- The novel model and algorithm provide effective compensation for spatial NU noise and its temperature-dependent fluctuations.
- This approach significantly enhances the quality of images from uncooled microbolometer-based IR cameras.
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