Mixed analog/digital CMOS architectures for AI vision at the edge

Università degli Studi di Trento

Industrial Innovation
Cycle: 42

AI4IV is an Italian start-up company developing innovative on-silicon solutions based on a bio- inspired approach integrating AI with vision at the edge.
Despite recent advancements, the synergy between AI and computer vision remains constrained by fundamental imaging bottlenecks. Conventional HDR techniques frequently introduce processing artifacts, creating a direct barrier to robust and reliable AI classification.
AI4IV’s mission is to address these limitations and become a leader in AI for vision by providing technologies that enable on-sensor, real-time recognition and classification of scenes under uncontrolled lighting conditions, in the presence of moving objects, and at the same cost of a
standard camera chip.
The application scenarios range from quality-control, video-surveillance to automotive.
The company collaborates with Fondazione Bruno Kessler in the study and development of advanced low-power architectures for AI vision at the edge.
AI4IV is offering a PhD scholarship jointly with FBK.
The objective is to develop high-efficiency, silicon-native solutions that bridge the gap between neuromorphic sensing and AI processing. The focus lies in architecting a unified system capable of real-time image intelligence, overcoming the critical hardware bottlenecks of limited memory and power to enable the next generation of vision-at-the-edge.

Required/Preferred Candidate Skills and Competencies:

– Background in analog/digital electronics, or IC design;
– knowledge of image sensor architectures.
– knowledge of computer vision; knowledge of deep learning architectures;
– Knowledge of C++, Python, Matlab;
– Analog/digital circuits IC design capability;
– Testing of electronic devices and systems; FPGA firmware design.

Contact: Massimo Gottardi (FBK), Giampietro Tecchiolli (AI4IV)

FBK Contact

Are you ready to join FBK international community?

We welcome motivated applicants who are passionate about research, eager to learn, and driven by curiosity to explore new ideas.

Six reasons to become a PhD student at FBK

At FBK, our PhD program is designed to develop highly specialized researchers in a unique, stimulating environment

RESEARCH
AT FBK​

A Hub of innovation and collaboration​

TOWARD PHD EXCELLENCE

FBK stands out as one of Italy’s leading research institutions

international
network

National and international
companies and universities

learning opportunities

Explore a world of learning
at FBK

Discover Trento

One of the most Italy’s
livable city

Join FBK

A truly international
community