How Image Data Is Changing Agriculture
Anyone who wants to realize applications in which objects with a wide variety of characteristics – such as vegetables or fruit – are to be reliably recognized, cannot afford to ignore image processing with artificial intelligence.
Article from | IDS Imaging Development Systems
04/27/21
Being able to control processes more easily and design them more efficiently – these requirements also play an important role for agriculture and the food industry. Factors such as increasing demand from consumers, high standards regarding sustainability and security of supply, as well as the need to produce efficiently, come into direct conflict. Connected devices and automation are therefore becoming more and more prevalent in these sectors. Cameras play an important role here. They support from the optimal application of fertilizers to the visual monitoring of products and growth phases to the processing of food.
A key technology is an artificial intelligence. Organic products with different shapes and colors are difficult to describe in the corset of standardized algorithms with which industrial cameras usually work. Anyone who wants to realize applications in which objects with a wide variety of characteristics – such as vegetables or fruit – are to be reliably recognized, cannot afford to ignore image processing with artificial intelligence. Intelligent vision systems for collecting and analyzing information are also valuable tools when it comes to detecting conditions, making decisions, and triggering follow-up processes. To make the best use of this technology, AI vision systems that are equally flexible, easy to handle, and powerful are required. This is where IDS NXT ocean comes into play.
IDS NXT ocean (www.ids-nxt.com) is a particularly user-friendly end-to-end solution that allows users to create AI-based image processing applications – even with little previous knowledge. Vision apps help to flexibly control which task the embedded vision system should solve; from simple barcode reading to complex AI-based object detection. Thanks to their compact industrial-grade housing and interfaces such as OPC UA, the intelligent IDS NXT cameras can be easily integrated into factory automation. Image processing takes place directly on the camera and can then be transmitted as a result, for example to a machine control system.
Customers are provided with coordinated workflows and all the necessary tools so that they can easily develop applications on their own. With the IDS-hosted, cloud-based AI training system IDS NXT lighthouse, they can train a neural network with their own images without any prior deep learning knowledge and without having to install any hardware or software. This is remarkable because although automation is a defining topic in the agriculture and food sector, only a few all-in-one packages for embedded vision with deep learning are available. In many cases, this is still project work, with customers building the systems themselves step by step. IDS Imaging Development Systems removes these hurdles so that even companies without dedicated AI specialists can benefit from the current technical state of the art and keep their competitive edge.
For more information and application examples, please visit
https://en.ids-imaging.com/smart-farming.html.
The content & opinions in this article are the author’s and do not necessarily represent the views of AgriTechTomorrow
IDS Imaging Development Systems Inc.
IDS is a leading manufacturer of industrial cameras "Made in Germany" with USB or GigE interfaces. Equipped with state-of-the-art CMOS sensors, the extensive camera portfolio ranges from low-cost project cameras to small, powerful models with PoE functionality or robust cameras with housings that fulfill the prerequisites for protection code IP65/67. For quick, easy, and precise 3D machine vision tasks IDS offers the Ensenso series. With the novel vision app-based sensors and cameras of IDS NXT the company opens up a new dimension in image processing. Whether in an industrial or non-industrial setting: IDS cameras and sensors assist companies worldwide in optimizing processes, ensuring quality, driving research, conserving raw materials, and serving people. They provide reliability, efficiency, and flexibility for your application.
Monitoring & Growing, Precision Farming | IDS Imaging Development Systems Inc. | Imaging, machine vision