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​Item Detection Solutions for Logistics

​​Cognex 2D and 3D item detection solutions streamline logistics automation by accurately identifying items, packages, and hygiene issues. User-friendly AI and machine vision technologies improve sorting, quality control, and process reliability, ensuring high order accuracy and minimizing errors in dynamic, fast-paced logistics environments.​ 

​​Why should I use a 2D camera for item detection and classification?​

​​Cognex 2D AI-powered item detection solutions excel at basic presence/absence and classification tasks, such as identifying package types for proper sorting. They quickly detect process issues—like pick errors or stuck labels—enabling immediate corrective actions. Easy to set up and operate, these flexible systems seamlessly integrate into any sortation line, making them accessible for non-technical staff.  

​If you need a solution that delivers advanced output data, such as precise item location on a sorter or conveyor or detailed error detection, including the detection of overhanging objects, we recommend a 3D item detection system.​

A 3D rendering of a logistics application depicting a single overhead SLX-290 vision sensors that optimize material handling by categorizing various package types and routing them accordingly.
A 3D rendering of a single overhead SLX-290 vision sensors that showcases a logistics application that minimize process errors by verifying the presence or absence of lightweight and irregular items before scanning or routing.

​​What are the advantages of using item detection, classification, and segmentation technology in logistics?​

​​Increased efficiency​

​​Identify equipment issues, such as dirty or worn sorter trays, that affect line uptime.​

​​Improved order accuracy​

​​Detect errors earlier to prevent costly customer issues after orders leave the building.​

​​Increased quality control​

​​Detect process issues, such as pick or hygiene errors, which affect throughput.​

​​Optimized material flow​

​​Accurately identify and sort package types to prevent jams and minimize product damage.​

​​Enhanced productivity​

​​Automate manual tasks, reduce labor costs, and achieve more consistent results.​

​​How can item detection prevent mis-sorts and reduce double shipments?​

​​AI-based item segmentation tools are essential in automated sorting systems to prevent expensive mis-sorts and double shipments. By ensuring proper spacing, these tools make sure every package is tracked and routed correctly.

​If packages are too close, a “side-by-side” condition occurs, in which barcode readers may scan multiple codes at once, causing confusion and delays. Advanced AI-powered item segmentation solutions, such as the Cognex SLX-3816, excel at separating closely spaced packages, maintaining smooth operation, and achieving higher accuracy compared to conventional methods.​

Four screenshot examples of how SLX-3816 makes it easy to deploy smarter and faster with pre-trained AI. A point-and-shoot design enables easy deployment and use by non-technical staff, delivering consistent performance and simplifying management right out of the box, in any operational environment.
3D-A1000 detects the presence of items on conveyors

​​Unlock unmatched accuracy with 3D detection​

​​When you need accurate spatial and material analysis data, consider using 3D item detection. Cognex 3D item detection solutions capture precise depth data using 3D and 2D optics to detect objects and identify errors, while ignoring common hygiene issues such as dirt and dust. They also provide the flexibility to split a carrier into two zones, each with its own detection conditions and status output.

​These solutions reliably detect small, clear, or reflective items that can challenge 2D cameras. Advanced 3D features enable real-time tracking and placement. In low-contrast environments, using 3D technology ensures reliable detection by differentiating items based on spatial data.​ 

​​Logistics Item Detection and Classification Applications​ 

​​Boost sorting accuracy and prevent costly errors with AI-driven item detection, including presence/absence checks, object classification, side-by-side detection, and process error identification​. 

Item Detection on Different Sorter Types

​​Presence/Absence Detection​ 

Accurate item presence/absence detection is key in both the ship sorter and in processes that use totes or trays. Easy-to-use Cognex 2D AI-powered machine vision solutions can be trained to detect the most challenging objects on varying backgrounds, even in low-contrast scenarios.

Logistics DM380 Tilt Tray Sortation

Sortation​ 

​​Inbound and outbound processes often require sortation, even when a barcode is not present or can’t be used. 2D AI-powered smart cameras can be trained on any number of packaging types to correctly route items.​

IS2800 Process Issue Detection

​​Process Issue Detection​

​​Cognex 2D AI-powered item detection and classification solutions for logistics are flexible enough to be trained in a range of process detection issues. For example, they can be trained to detect items in the bellow of a cross-belt sorter, where items can be lost, or cause jams or equipment damage.​ 

SLX-3816 outbound scanning

​​Side-by-Side Detection​

​​Ship sorting often results in packages being too close together, making barcode processing and routing difficult. Cognex 2D vision solutions for logistics use AI-driven item segmentation to separate nearby items and flag them for rework to prevent mis-sorts.​ 

Item Detection Overhang Warning

​​Detecting Object Overhang on Sorter Trays​

​​Sometimes items are not centered when placed on sorter trays and run the risk of falling off during their journey. Detect misaligned items early with error-state alerts to minimize product loss.​