Abstract: The present disclosure relates to a coarse annotation based semantic segmentation model training method and device operating by sending an original image into a semantic segmentation model for processing; acquiring a semantic feature map output by a specified convolution layer in the semantic segmentation model; sending the semantic feature map to a first training branch for training to obtain a first cross entropy loss value, wherein the first training branch is a fully supervised branch depending on a ground-truth map; sending the semantic feature map to a second training branch for training to obtain a second cross entropy loss value, wherein the second training branch is an unsupervised branch without a ground-truth map; and determining an overall loss function according to the first cross entropy loss value and the second cross entropy loss value.

Abstract: The present invention pertains to the use of a polyimide aerogel, wherein the polyimide aerogel comprises polyimide spheres having a diameter of 250 nm to 20 ?m, as an insulating, sorption or filter material, as well as to methods for the preparation of the same.

Abstract: An atrial septal defect occluder, including: a body (100, 510), including two disk surfaces arranged opposite to each other and provided with a through hole (130) along an axial direction of the body (100, 510); and a blocking assembly, including an openable choke film (200) or elastic body (520), the blocking assembly being in contact with the body (100, 510), wherein when the blocking assembly is in a closed state, the blocking assembly impedes liquid from flowing in the through hole (130), and when the blocking assembly is in an open state, the blocking effect is weakened or even eliminated, thus allowing a minimally invasive interventional device to pass through the occluder by means of the through hole (130).

Abstract: Provides an ex vivo expansion method for a cord blood NK cell, and a kit and application thereof. The ex vivo expansion method for the cord blood NK cell comprises: separating a cord blood monocyte; activating, culturing, and proliferation; and culturing of the cord blood NK cell. The invention does not require cell sorting and does not require a trophoblast. A reagent in the kit does not contain animal-based component. The invention provides a high production volume of the NK cell. The cord blood NK cell obtained has at least 90% purity, a total cell count of up to 1010-11 per part of cord blood, and can kill a tumor cell effectively.

Abstract: A method of treating a formation includes, running a first string having at least one first port into a completion string having a plurality of second ports, flowing treating fluid through the first string, and flowing treating fluid through the at least one first port and through at least one of the plurality of second ports and into the formation

Abstract: A method and apparatus for operating a gas turbine installation combustion chamber with liquid fuel, by means of which the NOX are similar to those for gaseous fuels. The liquid fuel (38) is evaporated in two steps in an evaporative reactor (12). The liquid fuel (38) is first atomized to a fuel vapor/liquid fuel mixture (61) by direct heat exchange with a first heat exchange medium (21). The evaporation of the remaining residue of the liquid fuel (38) takes place by indirect heat exchange with a second heat exchange medium (51). An evaporative reactor (12) is arranged which accommodates, at its inlet end, a dual-fluid nozzle (22) connected both to a liquid fuel line (19) and to a supply line (20) for a first heat exchange medium (21).

Abstract: The object of the invention is to produce a method, for operating a gas turbine installation combustion chamber with liquid fuel, by means of which the NO.sub.X figures obtained when liquid fuel is employed are similar to those for gaseous fuels. The size of the burner is then also reduced. It is also an object of the invention to provide a corresponding appliance for carrying out the method.This is achieved in accordance with the invention in that the liquid fuel (38) is evaporated in at least two steps in a separate evaporative reactor (12). In this arrangement, the liquid fuel (38) is first atomized to a fuel vapor/liquid fuel mixture (61) by direct heat exchange with a first heat exchange medium (21) and is instantaneously evaporated in this process. The evaporation of the remaining residue of the liquid fuel (38) then takes place by indirect heat exchange with a second heat exchange medium (51).