Abstract: Various embodiments are generally directed to using attention models in neural network-based image and video encoders and/or decoders. A first feature map of a first image may be generated by a first layer of a neural network, the neural network executing on a computer processor to encode the first image. An attention layer of the neural network may compute an adaptive spatial saliency map for the first feature map of the first image based on the first feature map of the first image. The neural network may then perform an element-wise multiplication of the first feature map and the adaptive spatial saliency map for the first feature map to generate a modulated feature map to encode the first image.

Abstract: Various embodiments are generally directed to using attention models in neural network-based image and video encoders and/or decoders. A first feature map of a first image may be generated by a first layer of a neural network, the neural network executing on a computer processor to encode the first image. An attention layer of the neural network may compute an adaptive spatial saliency map for the first feature map of the first image based on the first feature map of the first image. The neural network may then perform an element-wise multiplication of the first feature map and the adaptive spatial saliency map for the first feature map to generate a modulated feature map to encode the first image.

Abstract: The present invention relates to a multistory system for using waste carbon dioxide and waste heat to facilitate cultivation of photosynthetic organisms. In particular, the present invention relates to a multistory system with the incorporation of upconverting and downconverting luminescent materials and other components suitable for enhancing growth of photosynthetic organisms.

Abstract: The present invention relates to a self service cleaning device for woman comprising a handle and a flexible conduit. The handle has a connector at its one end and is removably connected with a water supply pipe by the connector. The flexible conduit has one end connected with the handle and the other end which has a curved portion with a closed top corresponding to a curvature of vagina, wherein an opening is arranged at an introverted segment of the curved portion, and a plurality of outlets are orderly arranged on a circumferential surface of the curved portion, a plurality of circular protrusions are projecting outwardly and radially from the circumferential surface; and a counterflow preventer is arranged around an inlet of the flexible conduit. The present invention is low in cost, portable, simple in use, and good in cleaning effect, whereby it is easy to promote and widely adapted for effective prevention and treatment of diseases.

Abstract: The present invention relates to a multistory system for using waste carbon dioxide and waste heat to facilitate cultivation of photosynthetic organisms. In particular, the present invention relates to a multistory system with the incorporation of upconverting and downconverting luminescent materials and other components suitable for enhancing growth of photosynthetic organisms.

Abstract: The present invention relates to a multistory system for using waste carbon dioxide and waste heat to facilitate cultivation of photosynthetic organisms. In particular, the present invention relates to a multistory system with the incorporation of upconverting and downconverting luminescent materials and other components suitable for enhancing growth of photosynthetic organisms.

Abstract: The present invention relates to an algal purification system. In particular, the present invention relates to a biological purification system incorporating light-converting materials and sun trackers to enhance photosynthesis of algae therein in order to treat wastewater from municipal, agricultural and industrial sources.

Abstract: The present invention relates to an algal purification system. In particular, the present invention relates to a biological purification system incorporating light-converting materials and sun trackers to enhance photosynthesis of algae therein in order to treat wastewater from municipal, agricultural and industrial sources.

Abstract: The present invention relates to a self service cleaning device for woman comprising a handle and a flexible conduit. The handle has a connector at its one end and is removably connected with a water supply pipe by the connector. The flexible conduit has one end connected with the handle and the other end which has a curved portion with a closed top corresponding to a curvature of vagina, wherein an opening is arranged at an introverted segment of the curved portion, and a plurality of outlets are orderly arranged on a circumferential surface of the curved portion, a plurality of circular protrusions are projecting outwardly and radially from the circumferential surface; and a counterflow preventer is arranged around an inlet of the flexible conduit. The present invention is low in cost, portable, simple in use, and good in cleaning effect, whereby it is easy to promote and widely adapted for effective prevention and treatment of diseases.

Abstract: Our micro-architectural method increases the performance of microprocessor and digital circuit designs by increasing the usable instruction-level parallelism during execution. The method can be applied to substantially increase the performance of processors in a broad range of instruction set architectures including CISC, RISC, and EPIC designs. Code blocks of instructions are transformed from the original instruction set architecture to be executed into a new instruction set architecture by an instruction stream transformation unit. The transformed code blocks are then cached in an instruction stream cache. The transformation process increases processor performance by substantially increasing the instruction-level parallelism available during execution.

Abstract: The invention relates to novel peptidyl derivatives of Amefalone, Pro-Amefalone, Pro-Pro-Amefalone and D-Ala-Pro-Amefalone, their halide, preferably hydrochloride, salts, to a process for their synthesis and to their use as antiarrhythmic agents.