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A multichip aVLSI system emulating orientation selectivity of primary visual cortical cells
Kazuhiro Shimonomura1, Tetsuya Yagi
1Department of Electronic Engineering, Graduate School of Engineering, Osaka University, Osaka 565-0871, Japan. kazu@ele.eng.osaka-u.ac.jp
IEEE Transactions on Neural Networks
|August 27, 2005
Summary
This study presents a novel multichip neuromorphic analog very large scale integrated (aVLSI) system that mimics visual cortex simple cell responses. The system achieves orientation selectivity using a silicon retina and an orientation chip, enabling potential applications in advanced artificial vision systems.
Area of Science:
- Neuroscience
- Computer Engineering
- Artificial Intelligence
Background:
- The primary visual cortex contains simple cells that exhibit orientation selectivity.
- Mimicking these biological neural processes is crucial for developing advanced artificial vision systems.
Purpose of the Study:
- To design and fabricate a multichip neuromorphic analog very large scale integrated (aVLSI) system.
- To emulate the orientation selective response of simple cells in the primary visual cortex.
Main Methods:
- A system comprising a silicon retina and an orientation chip was designed and fabricated.
- The silicon retina filters images using a concentric center-surround receptive field.
- Analog signals transfer image data to the orientation chip, which aggregates pixels mimicking the Hubel and Wiesel feedforward model.
Main Results:
- The orientation chip provides orientation-selective (OS) outputs tuned to 0, 60, and 120 degrees.
- Feed-forward aggregation effectively reduces fixed pattern noise caused by transistor mismatch.
- Spatial properties of the orientation selective response were analyzed based on adjustable chip parameters.
Conclusions:
- The developed multichip aVLSI architecture successfully emulates simple cell orientation selectivity.
- This architecture can be extended to implement higher-order visual cortex cells, such as complex cells.
- The system offers a robust platform for advancing neuromorphic engineering and artificial vision research.
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