AI
Developing State-of-the-Art AI-Based Perception Systems Robert Laganière, President & CEO, Sensor Cortek


Developing State-of-the-Art AI-Based Perception Systems
With his 25 years of varied experience in Computer Vision and Image/Video analysis, Dr. Robert Laganiere co-founded a slew of startups including Sensor Cortek. Robert’s undying passion for Computer Vision and AI (Artificial Intelligence) helped him found Sensor Cortek, that develops state-of-the-art AI-based perception systems for all applications. Excerpts from an interview with Robert Laganière:
Conception of Sensor Cortek
Sensor Cortek uses deep neural networks to develop advanced embedded perception systems, enabling reliable understanding of real-world environments. Says Robert, “Sensor Cortek engineers AI for perception by developing full-stack solutions. We not only design deep neural network architectures, but also consider data acquisition and preprocessing, build real-time inference engines that can be embedded into power-constrained specialized architectures and performs extensive testing under challenging environmental conditions.”
AI-Based Software Solutions
Perception systems process and analyze sensor data to build high-level representations of a monitored environment. The company has developed solutions using different input sensors “For instance, Our AI for Radar solution replaces the traditional radar processing pipeline by an end-to-end neural architecture. It has been tested on leading-edge high-definition automotive radars and showed superior performance in detecting road users. This solution is also currently deployed in the context of occupancy detection and monitoring.”
A fully embedded network has also been created by the company for the detection of road users on a specialized low-power embedded vision processor with neural accelerator. This solution produces state-of-the-art detection from Lidar running at up to 50 fps, processing up to 20K points per frame, and consuming less than 5W.
“We believe at Sensor Cortek that sensor fusion is one of the key technologies that will allow perception system to be deployed under adverse conditions. We developed a sensor fusion network based on the concept of mid-level fusion that can take advantage of the complimentary information captured by different sensors to provide reliable detection.”
The AI Journey
A professor at the faculty of Engineering of the University of Ottawa, Robert has been involved in the fields of Computer Vision and Artificial Intelligence. A passionate entrepreneur, he has participated to many collaborative R&D projects with high-tech companies and large industry players. “I have been involved in the creation and growth of several startup companies” maintains Robert.
A successful integration of AI starts with a strong expertise of the technology, according to this technology enthusiast. “A good AI solution should not just be a black box. Truly innovative solutions come up from a deep ‘under the hood’ understanding of AI. Also, it is imperative to know your data, understanding its structure, selecting the best representation, making sure it covers well your domain of applications. High quality AI solutions need high quality data. And understand your domain, what results are needed, how will you test your results. This should be well defined before building your solution.”
Leadership Traits
A passionate leader, this entrepreneur believes that life must be a fun journey. “Aim to be a trustworthy person; trust your people and make sure your people trust you, this is the best way to attract and retain the best persons in your team. Failure is part of entrepreneurship. If you did not experience failures that’s probably because you were not ambitious enough. The important is to learn from them and try to not fail the same way twice. Planning is the best way to mitigate risks.”
A Word of Advice
“Build a solid network of great people; the best opportunities will often arise through people you know.” Building complex technology is not your objective, you must find a solution to a real problem; remember that AI is just one (very performing) tool in your toolbox; a complete solution will probably require much more than just AI or may not need AI at all. It’s your ingenuity that solves a problem not AI.”
The Success Mantra
Robert advices young entrepreneurs to seek help and direction whenever they need. “Most successful people are happy to help if you ask them clear questions. Stay focus but at the same time know when it is time to pivot. Don’t over-promise rather aim at over-delivering.”


AI
MemryX: a new Edge AI startup that has developed a highly efficient and scalable AI accelerator. Keith Kressin, President & CEO, MemryX

MemryX: a new Edge AI startup that has developed a highly efficient and scalable AI accelerator.
As the CEO of MemryX, Inc., an innovative Edge AI startup founded by professors at the University of Michigan in Ann Arbor, Keith Kressin has been a passionate entrepreneur. Prior to joining MemryX, Keith was a SVP at Qualcomm, leading a spate of activities including the Snapdragon roadmap, technologies for application processing, company strategy, competitive analysis, and more. In an interview, he speaks on an array of topics. Excerpts:
Conception of MemryX
“Our team wanted to develop an AI accelerator that was customer friendly in terms of ease-of-use and scalability, while providing excellent technical metrics.” Adds Keith that the team wanted to develop a hardware accelerator that could be adapted to any trained AI software model, rather than needing to train and then modify the model to run well on target hardware. “So our focus from the start was on developing technology to meet a key customer need and hence MemryX was born.”
Challenges galore – AI technology
AI continues to grow in a variety of different applications and industries as it is used to make cities, companies, and hospitals smarter, help increasing manufacturing efficiencies, better support education inside and outside the classroom, and more. “AI can add a layer of intelligence into any device that computes. Of course, every new technology is just a tool and those tools need to be used to increase to increase productivity and quality of life, rather than the limit freedoms or increase natural biases.” MemryX envisions accelerating Edge AI by providing a highly efficient and scalable solution that is simple to deploy and support.”
The key is the company’s innovative MemryX architecture. “Our architecture was designed to natively support pre-trained AI models with high efficiency and utilization. If one doesn’t consider model structures and framework, and only focuses on HW efficiency the result is theoretically strong, but practically weak. MemryX architecture was designed not for white papers or theoretical achievements, but for broad customer scale and deployment.” The combination of at-memory computing, pure dataflow, and our unique memory-based fabric interconnect all support our ability to scale verified models into high volume with a very simple to use software SDK.
One trap for AI is focusing on the core technology itself, rather than the practical application of that technology throughout the entire value chain. As in most industries, solving customer needs be in the forefront. AI is extremely complex with many facets. It is also very exciting and dynamic field that attracts individuals with a wide variety of background and skills. The key is to stay focused on the larger picture while being extremely adaptable to market and technology changes.
Leadership traits
“It all starts with clear and transparent organization & communications. People need to understand objectives, timelines, and be given the tools/resources to achieve well defined goals. Teams need to be encouraged to be open and honest.” Realistic, approachable, in-tune with all functions of the entire organization, humble, goal-centric, empowering, and one who honestly cares about the company, the team, and the individual. Keith’s leadership style is approachable with realistic expectations and stays in-tune with all functions of the entire organization. He honestly cares about the company, the team, and the individual.
“Fear in failing is usually rooted in the reaction to the failure in terms of embarrassment or punishment. However, if leaders encourage an intelligent risk-taking culture where we learn from our failures, then we grow to become a stronger organization. Further, failures from risk-taking can be minimized through proper hiring, organization, funding, and goal setting.”
AI
RAIN Defense + AI: Creating synergies between AI and defense sectors Norine MacDonald KC, President & Founder, RAIN DEFENSE + AI

RAIN Defense + AI: Creating synergies between AI and defense sectors
Norine MacDonald is the President and Founder of RAIN Defense + AI, an exciting new global platform on AI and Defense. She was formerly President and Founder of The International Council on Security and Development (ICOS), an international security and development think tank founded in 2002. Ms MacDonald is a former Distinguished Research Fellow for National Defense University in Washington and a graduate from Massachusetts Institute of Technology Sloan School of Management program in Artificial Intelligence (AI). In an interview, she speaks on an array of topics. Excerpts:
Conception of RAIN Defense + AI
For Ms Norine MacDonald it is clear that the business of war is being overtaken by the advent of AI, and a competitive and fast-moving global environment. Western governments need to be competitive with other countries, primarily China, that have been investing heavily in the sector.
The AI + Defense sector offers significant investment opportunities, particularly for non-traditional business players. The global AI + Defense market is projected to grow to $61 billion by 2027.
“There is no specialized single company or platform for the AI + Defense sector to source comprehensive, intelligible and relevant knowledge/data and connect to all the players globally” said Ms Norine MacDonald.
RAIN Defense + AI is an exciting new venture working at the critical intersection of AI and Defense:
- RAIN INDUSTRY provides access to expert knowledge and data analytics on current and emerging AI technologies on defense platforms for all market participants across sectors and geographies.
- RAINCLOUD creates a global community content platform with a validated network of multidisciplinary professionals, with curated data and news and product info in AI and defense.
RAIN, the AI and defense solution: the RAINCLOUD global platform
To understand and unpack the complex world of AI and defense, RAIN produces commercial INDUSTRY Reports which provide:
- benchmarking various defense sector platforms and AI, along with trends and forecasting.
- complete information “Who’s Who” data on individuals working in the field of AI and defence.
- a data and directory on Venture Capital players active in AI and defense. Norine says: “We have mapped the 500 most influential individuals in the US in our RAIN 500 and we have done an extensive report on the 40 main venture capital firms in the US and the 150 defense and dual-use startups they invest in.”
As a gateway to RAIN Research data and content platform RAINCLOUD will be launched in 2023.
“For RAIN, our access to government clients has been made much easier through our business connection as a data provider with Grist Mill Exchange, which functions as a data marketplace for government and national security enterprises. Through Grist Mill Exchange we will be able to provide our INDUSTRY reports to government stakeholders and to onboard them to the RAINCLOUD global platform where they can connect with AI startups, venture capitalists, defense companies and scientists working in the broad field of AI and defense.”
AI and Defence: a new Ethical Challenge
“AI solutions in defense are now more than ever driven by the commercial sector and dual-use technology. While onboarding such technology in the military world is revolutionary in terms of competitiveness, we cannot ignore the important ethical questions inherent in their adoption.”
AI enables unprecedented opportunities for more autonomy, and this changes the human-machine interaction. Therefore, we decided from the beginning that RAIN would also have an Ethics Division, which helps unpack the ethical and legal arguments involved and supports discussion and debate on these issues, she observed.
Leadership Traits
“The RAIN team has been working together for more than 20 years on international security and policy issues in Afghanistan, Latin America and the Middle East. To launch a new company requires both creativity and stamina. We are lucky to have a close-knit team that works well both independently and together.” Norine believes in having a hands-on approach to the work in the sense that she involves herself in the conception, research and implementation of projects, from field work in conflict zones contexts to testifying at the highest levels of government. “If you have a good business idea stick to it – but at the same time be flexible and adapt as you go along. Hard work, high standards and discipline will never fail.”
AI, the Defense sector and start-ups
In the AI and defense sector, there are exciting new companies developing defense and dual-use technology. These start-ups benefit from new ways to work directly with the government to develop and test their prototypes. At the same time, there are new venture capital firms that focus especially on defense and national security-oriented startups.
“We want to bring all these actors together on our RAINCLOUD platform for mutual benefit. Companies will be able to showcase their latest products and services in our virtual trade show”, MacDonald said.
AI
PSI FLS Fuzzy Logik & Neuro Systeme GmbH: Optimizing Industrial Business Processes with AI Rudolf Felix, CEO, PSI FLS Fuzzy Logik & Neuro Systeme GmbH


PSI FLS Fuzzy Logik & Neuro Systeme GmbH: Optimizing Industrial Business Processes with AI
Rudolf Felix is the CEO of PSI FLS Fuzzy Logik & Neuro Systeme GmbH, a German company that specializes in developing and providing software solutions for complex technical systems. Rudolf Felix has been with FLS in the PSI Group since 2008 and has been the CEO since already 1992. Under his leadership, the company has grown to become a leading provider of software solutions for technical systems, particularly in the fields of energy, industry, and transportation. Rudolf Felix has also been involved in various research and development projects related to fuzzy logic and artificial intelligence and has published numerous papers in these fields. In an interview, he speaks on an array of subjects. Excerpts:
Conception of PSI FLS Fuzzy Logik & Neuro Systeme
Says Rudolf that making decisions is crucial for successful and efficient operation in every industrial business process. Decision-making processes that are based on business goals must reflect both long-term strategies and the current operational situation. If the decisions are based on data and the pros and cons between the business process goals are machine evaluated, machine learned and optimized, business process owners and operators get the best possible benefit. “An optimized and explainable decision support is particularly helpful here. And this is exactly what PSI FLS and the specially developed Qualicision AI technology is all about. It combines both technical and economical business goals. An efficient, easy-to-use, and explainable software that is used for business process optimization is what we deliver. It is data-based, and balances out conflicting business process goals ahead of classic algorithms and provides for the performance that our customers across many industrial sectors appreciate.”
AI- Challenges galore
According to Rudolf, many of the industry’s industrial AI use cases have long been developed and in use. Perhaps in the pandemic time, the constant work with computers at home is an additional momentum. “But in my view, business processes in industry have evolved in their objectives rather because of the growing importance of topics such as digitalization, exploitation of data, sustainability and green energy or new possibilities to integrate automatized decision-making in context with many new important aspects in business processes. Therefore, the complexity of the processes has rather increased.”
PSI FLS Fuzzy Logik & Neuro Systeme AI solution
Qualicision AI stands for qualified support with decision-making when optimizing business processes. Qualicision technology was originally based on fuzzy logic which has been extended by a full stack of AI methods that combines the advantages of all of them. In this combination Qualicision AI helps to integrate decision-making expertise of people with business process know-how and connects it with data-driven AI. In addition, the Qualicision AI software has been extended by highly automated deployment. Machine-learned explainability mechanisms are part of it, too. In business processes there are a lot of pros and cons when decisions must be made. Therefore, uncertainty is intrinsic even if all data is clearly measured and in good shape. Automated recognition of these kinds of uncertainty, in particular stemming from the variety of the data and interaction between decision options, is extremely important. “Our Qualicision AI based tools help to identify and to exploit tolerances in the business processes and to optimize out uncertainty. Many use cases show that once Qualicision AI is introduced the business process efficiency increases by 10 to even 25 percent compared to the previous unoptimized status quo.”
Leadership traits
Trying to get inspired from people for whom and with whom you work and trying to inspire them, too. Everything else is the right technology you must have and the passion to work with it. “When you work on something with passion, the thought of possible difficulties is more of a drive. This is especially true when you are working on the implementation of something you have been involved in from the beginning on.”