Abstract: A method is described for automatic creation of image classifiers using unannotated data. The method may include receiving a CLIP model configured to generate images from text; using the CLIP model to generate images of pump jacks and images of oil pools; providing the training pairs comprising the images of pump jacks and the text “pump jack” and the images of oil pools and the text “oil pool” to a classification model; and training the classification model using the training pairs for contrastive learning to generate a refined model. The refined model may be used to classify images provided by drones to identify possible oil pools. The method is executed by a computer system.

Abstract: A beverage container or package that includes an internal surface for promoting nitrogen bubble nucleation and growth. The surface incorporates a plurality of nanoscale structures, e.g. between 6 and 100 nanometers in size. Most preferably the structures are pits, greater than 15 nm in depth/height. Upon opening the container filled with a Nitrogen (and carbon dioxide) supersaturated beverage, a foaming effect occurs which provides a desirable head of fine bubbles when transferred to a drinking glass.

Abstract: A beverage container or package that includes an internal surface for promoting nitrogen bubble nucleation and growth. The surface incorporates a plurality of nanoscale structures, e.g. between 6 and 100 nanometres in size. Most preferably the structures are pits, greater than 15 nm in depth/height. Upon opening the container filled with a Nitrogen (and carbon dioxide) supersaturated beverage, a foaming effect occurs which provides a desirable head of fine bubbles when transferred to a drinking glass.

Abstract: Processes of converting to feedstocks comprising hydrocarbons to compositions comprising light hydrocarbon products are described herein. Also described are processes and methods of producing and refining compositions comprising terpenes from biomass that can be suitable as a fuel product.

Abstract: Processes of converting to feedstocks comprising hydrocarbons to compositions comprising light hydrocarbon products are described herein. Also described are processes and methods of producing and refining compositions comprising terpenes from biomass that can be suitable as a fuel product.

Abstract: Processes of converting to feedstocks comprising hydrocarbons to compositions comprising light hydrocarbon products are described herein. Also described are processes and methods of producing and refining compositions comprising terpenes from biomass that can be suitable as a fuel product.

Abstract: An orthopedic traction tower system, and components thereof, for use in surgery, fracture repair, and/or radiography. The traction tower system may include a base for receiving the proximal end of a patient's limb, a tower arm for applying tractive forces to a distal end of a patient's limb, and a joint that movably connects the base and the tower arm such that the tower arm can be positioned for surgical access and/or for applying different types of traction, among others.

Abstract: An orthopedic traction tower system, and components thereof, for use in surgery, fracture repair, and/or radiography. The traction tower system may include a base for receiving the proximal end of a patient's limb, a tower arm for applying tractive forces to a distal end of a patient's limb, and a joint that movably connects the base and the tower arm such that the tower arm can be positioned for surgical access and/or for applying different types of traction, among others.