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Toward wide-angle microvision sensors
Sanjeev J Koppal1, Ioannis Gkioulekas, Travis Young
1Harvard University, Cambridge.
This study introduces novel miniature vision sensors for microscale computer vision. These sensors overcome power and mass constraints using optical convolution and wide field-of-view designs for enhanced performance.
Area of Science:
- Computer Vision
- Microscale Devices
- Optical Engineering
Background:
- Microscale devices face severe power and mass constraints, challenging common computations like matrix manipulations and convolutions.
- Existing computer vision solutions are often too power-intensive or bulky for microscale applications.
Purpose of the Study:
- To propose and analyze a class of miniature vision sensors designed to overcome power and mass limitations for microscale computer vision.
- To enable efficient computer vision tasks on resource-constrained platforms.
Main Methods:
- Development of miniature vision sensors utilizing template-based optical convolution to reduce power requirements.
- Implementation of a refractive optical design to achieve a wide field-of-view within a compact form factor.
- Analysis of design tradeoffs including field-of-view, volume, and mass, supported by analytic tools.
Main Results:
- Demonstration of milliscale prototypes capable of computer vision tasks such as edge localization, target tracking, and face detection.
- Successful miniaturization of optical designs using photolithographic fabrication.
- Onboard fiducial detection demonstrated on a small autonomous air vehicle.
Conclusions:
- The proposed miniature vision sensors effectively address power and mass constraints in microscale computer vision.
- The developed sensors and design methodologies enable practical computer vision applications on small, autonomous platforms.
- Photolithographic fabrication offers a viable path for further miniaturization and integration of these vision systems.
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