Abstract: A system includes a hardware processor, a system memory storing a software code, and a machine learning (ML) model trained using style loss to predict image noise. The hardware processor is configured to execute the software code to receive a clean image and at least one noise setting of a camera used to capture a version of the clean image that includes noise, and provide the clean image and the at least one noise setting as a noise generation input to the ML model. The hardware processor is further configured to execute the software code to generate, using the ML model and based on the noise generation input, a synthesized noise map for renoising the clean image.

Abstract: Techniques are disclosed for enhancing videos using a machine learning model that is a temporally-consistent transformer model. The machine learning model processes blocks of frames of a video in which the temporally first input video frame of each block of frames is a temporally second to last output video frame of a previous block of frames. After the machine learning model is trained, blocks of video frames, or features extracted from the video frames, can be warped using an optical flow technique and transformed using a wavelet transform technique. The transformed video frames are concatenated along a channel dimension and input into the machine learning model that generates corresponding processed video frames.

Abstract: This disclosure relates to the technological field of nutrient food, particularly relates to a method for preparing active protein hydrolysates by hydrolyzing cereal proteins with malt together with proteases, including the following steps: (1) grinding the malt, obtaining the malt flour; (2) hydrolyzing cereal proteins with the malt flour together with proteases to prepare active protein hydrolysates. The present invention uses the malt flour together with proteases to hydrolyze cereal proteins, which can effectively reduce the consumption of proteases and save the cost, moreover, aminopeptidases and carboxypeptidases in the malt are able to hydrolyze peptide linkages from the ends of proteins, and the bitter hydrophobic amino acids are cut off, thus effectively decreasing the bitterness of the products, on the other hand, which can increase the additional values of the malt, providing its new applications.

Abstract: Disclosed is an internal reamer for anchor shaft hole for mining, comprising a reaming cutter, a sleeve, a push-pull rod, a drilling machine connecting shaft and a manual hydraulic jack, wherein the push-pull rod is disposed in the sleeve coaxially, a rear end of the reaming cutter is connected to a front end of the push-pull rod, a rear end of the sleeve is connected with a guiding cylinder having an inner diameter larger than the sleeve, a rear end of the guiding cylinder is connected with a mounting cylinder coaxially, the manual hydraulic jack is installed in the mounting cylinder, a rear end of the push-pull rod is fixedly connected with a piston plate which is slidingly and sealingly matched with an inner wall of the guiding cylinder, and the front end of the drilling machine connecting shaft is fixedly connected with the rear end of the mounting cylinder.

Abstract: Disclosed is an internal reamer for anchor shaft hole for mining, comprising a reaming cutter, a sleeve, a push-pull rod, a drilling machine connecting shaft and a manual hydraulic jack, wherein the push-pull rod is disposed in the sleeve coaxially, a rear end of the reaming cutter is connected to a front end of the push-pull rod, a rear end of the sleeve is connected with a guiding cylinder having an inner diameter larger than the sleeve, a rear end of the guiding cylinder is connected with a mounting cylinder coaxially, the manual hydraulic jack is installed in the mounting cylinder, a rear end of the push-pull rod is fixedly connected with a piston plate which is slidingly and sealingly matched with an inner wall of the guiding cylinder, and the front end of the drilling machine connecting shaft is fixedly connected with the rear end of the mounting cylinder.