Publications
Design Considerations for 3D Heterogeneous Integration Driven Analog Processing-in-Pixel for Extreme-Edge Intelligence
Abstract
Given the progress in computer vision, image sensors are broadening their capabilities, which requires adding data processing close to or within the pixel chips. In this context, in-pixel computing has emerged as a notable paradigm, offering the capability to process data within the pixel unit itself. Interestingly, state-of-art in-pixel paradigms rely on high-density 3D heterogeneous integration to establish a per-pixel connection with vertically aligned analog processing units. This article provides a comprehensive review of the most recent developments in in-pixel computing and its relation to 3D heterogeneous integration. It offers an in-depth examination of innovative circuit design, adaptations in algorithms, and the challenges in 3D integration technology for sensor chips, thereby presenting a holistic perspective on the future trajectory of in-pixel computing driven by advances in 3D integration.
Metadata
- publication
- 2023 IEEE International Conference on Rebooting Computing (ICRC), 1-5, 2023
- year
- 2023
- publication date
- 2023/12/5
- authors
- Zihan Yin, Gourav Datta, Md Abdullah-Al Kaiser, Peter Beerel, Ajey Jacob, Akhilesh Jaiswal
- link
- https://ieeexplore.ieee.org/abstract/document/10386206/
- source
- 2023 IEEE International Conference on Rebooting Computing (ICRC)
- pages
- 1-5
- publisher
- IEEE