Special Issue "Advances on Smart Vision Chips and Near-Sensor Inference for Edge AI"
Deadline for manuscript submissions: 31 December 2020.
Interests: smart imagers and vision chips; 3D and ToF imagers; vertical integration of sensors; multispectral imaging
Interests: smart CMOS imagers; vision chips; hardware-software co-design; low-power low-cost edge visual AI
The emergence of artificial vision is fueled by the convergence of advanced image sensing technologies and embedded artificial intelligence. In addition to the obvious requirements on image sensors—high spatial and temporal resolution, high dynamic range, 3D information—the challenge at the sensor plane is now the extraction of visually relevant information. However, conveying visual sensing and processing to the edge is very challenging. Convolutional neural networks, now at the core of most vision pipelines because of their high accuracy, come at the cost of a heavy computational load. Lightweight representations of the scene, abridged networks, and dedicated circuitry for inference acceleration need to be explored to accomplish efficient visual processing at the edge.
This Special Issue aims at gathering the latest results on smart vision front-ends carrying out optical sensing, smart transduction, and early processing to boost the performance of the whole visual pipeline. Thus, we welcome contributions in—but not limited to—the following topics:
- Analog-to-information image sensors;
- In-sensor feature learning and extraction;
- Compressive sensing inference;
- Always-on visual sensing;
- Emerging devices and technologies for smart optoelectronics;
- Hardware-software co-design for efficient on-chip sensing-processing;
- Vertical circuit integration for hierarchical processing;
- Circuits and systems for concurrent 2D/3D image sensing;
- Non-conventional visual information coding for accelerated processing.
Prof. Dr. Ricardo Carmona-Galán
Prof. Dr. Jorge Fernández-Berni
Manuscript Submission Information
Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All papers will be peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the special issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 100 words) can be sent to the Editorial Office for announcement on this website.
Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Sensors is an international peer-reviewed open access semimonthly journal published by MDPI.
Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2000 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.
- smart image sensors
- vision chips
- machine learning accelerators
- integrated vision systems