Image data is obtained that indicates an extent to which one or more objects reflect, scatter, or absorb light at each of multiple wavelength bands, where the image data was collected while a conveyor belt was moving the object(s). The image data is preprocessed by performing an analysis across frequencies and/or performing an analysis across a representation of a spatial dimension. A set of feature values is generated using the image preprocessed image data. A machine-learning model generates an output using to the feature values. A prediction of an identity of a chemical in the one or more objects or a level of one or more chemicals in the object(s) is generated using the output. Data is output indicating the prediction of the identity of the chemical in the object(s) or the level of the one or more chemicals in at least one of the one or more objects.

Image data is obtained that indicates an extent to which one or more objects reflect, scatter, or absorb light at each of multiple wavelength bands, where the image data was collected while a conveyor belt was moving the object(s). The image data is preprocessed by performing an analysis across frequencies and/or performing an analysis across a representation of a spatial dimension. A set of feature values is generated using the image preprocessed image data. A machine-learning model generates an output using to the feature values. A prediction of an identity of a chemical in the one or more objects or a level of one or more chemicals in the object(s) is generated using the output. Data is output indicating the prediction of the identity of the chemical in the object(s) or the level of the one or more chemicals in at least one of the one or more objects.

A laundry sorting and evaluation system includes a housing having an opening and defining a laundry path. First and second platforms are positioned within the housing, each operably connected to a motor. First and second cameras are respectively associated with the platforms and are configured to acquire at images of an item of laundry on each of the first and second platforms. A controller is configured to receive the images and produce an evaluation of a condition of the item of laundry based upon the received images.

A laundry sorting and evaluation system includes a housing having an opening and defining a laundry path. First and second platforms are positioned within the housing, each operably connected to a motor. First and second cameras are respectively associated with the platforms and are configured to acquire at images of an item of laundry on each of the first and second platforms. A controller is configured to receive the images and produce an evaluation of a condition of the item of laundry based upon the received images.

An article sorting nesting device includes an article delivery device, a rack assembly and a collection device under operation by a controller to transport, sort and nest random articles into a particular configuration. The rack assembly is arranged at an angle and incrementally displaced relative to the delivery device to position empty shelves adjacent the delivery device to successively receive the articles by gravity. The controller controls which articles from the shelves are delivered in sequence to a collection device based on a sensed length, width or color of each article. The collection device collects the selected sequential articles and arranges them in the particular configuration.

An article sorting nesting device includes an article delivery device, a rack assembly and a collection device under operation by a controller to transport, sort and nest random articles into a particular configuration. The rack assembly is arranged at an angle and incrementally displaced relative to the delivery device to position empty shelves adjacent the delivery device to successively receive the articles by gravity. The controller controls which articles from the shelves are delivered in sequence to a collection device based on a sensed length, width or color of each article. The collection device collects the selected sequential articles and arranges them in the particular configuration.

A system for sorting seeds based on their resistance to a stress is disclosed. Batches of purified seeds sorted using the system are also disclosed.

A system for sorting seeds based on their resistance to a stress is disclosed. Batches of purified seeds sorted using the system are also disclosed.

Devices, systems, and methods for autonomously sorting dirty laundry articles into batched loads for washing are described. For example, an autonomous sorting system includes an enclosed channel including a stationary floor extending between an inlet end and an outlet end of the channel, a plurality of arms disposed in series along the enclosed channel for selectively grasping at least one of the plurality of deformable articles in sequence. The system includes an outlet orifice adjacent the outlet end through which each separated deformable article exits the enclosed channel upon release by the terminal gripper of the one of the plurality of arms, and one or more conveyors disposed adjacent the outlet end configured for receiving thereon a plurality of bins for collecting for washing together two or more articles of the plurality of deformable articles released through the outlet orifice having a common sensor-detected one or more characteristics.

Devices, systems, and methods for autonomously sorting dirty laundry articles into batched loads for washing are described. For example, an autonomous sorting system includes an enclosed channel including a stationary floor extending between an inlet end and an outlet end of the channel, a plurality of arms disposed in series along the enclosed channel for selectively grasping at least one of the plurality of deformable articles in sequence. The system includes an outlet orifice adjacent the outlet end through which each separated deformable article exits the enclosed channel upon release by the terminal gripper of the one of the plurality of arms, and one or more conveyors disposed adjacent the outlet end configured for receiving thereon a plurality of bins for collecting for washing together two or more articles of the plurality of deformable articles released through the outlet orifice having a common sensor-detected one or more characteristics.