Bayer-type Vis-NIR Routing via Inverse Design for Submicron-pixel Image Sensing Chip
With the advent of high-precision nanoscale lithography technology, high-resolution image sensing has experienced rapid development in recent years. Currently, mainstream commercial image sensors predominantly utilize Bayer array color filters to implement RGB colorful imaging strategies. However, a...
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Zusammenfassung: | With the advent of high-precision nanoscale lithography technology,
high-resolution image sensing has experienced rapid development in recent
years. Currently, mainstream commercial image sensors predominantly utilize
Bayer array color filters to implement RGB colorful imaging strategies.
However, as pixel sizes transition into the submicron dimensions, traditional
dye filters used in image sensors have long been hampered by limited optical
efficiency, suboptimal signal-to-noise ratios, and significant difficulties in
miniaturization. In this work, a novel 4-channel RGB-IR color router for image
sensing, distinct from the traditional absorption-transmission mechanisms, was
proposed through inverse design methodologies. Utilizing genetic algorithms and
DCGAN models, approximately 20,000 random color routing structures were
generated and trained. From these, an optimized spectral splitting structure
with a minimal periodic size of 1.6 um * 1.6 um was identified. This structure
achieves peak optical efficiencies 1.7 times greater than those of dye filters,
while also offering superior color imaging quality and signal intensity. This
innovative design approach, leveraging deep learning integration, demonstrates
an on-chip strategy for color realization in 4-channel image sensors, and holds
significant promise for enhancing the development of next-generation
high-performance image sensing chip systems. |
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DOI: | 10.48550/arxiv.2409.12459 |