Abstract: Techniques for learning based assessment of clip assemblies for multi-shot videos are described. In an example, a processing device is operable to receive a plurality of single-shot video clips and generate embeddings of each of the single-shot video clips using a machine learning model. The processing device is further operable to transform the embeddings into a video representation using the machine learning model and determine a learned quality score of a multi-shot video sequence assembled from the single-shot video clips by processing the video representation through a regression layer of the machine learning model. The processing device is configurable to output the learned quality score as a measure of assembly quality for the multi-shot video sequence.

Abstract: A method, apparatus, non-transitory computer readable medium, and system for data processing include obtaining a text prompt and generating a first intermediate noise state based on the text prompt, retrieving a second intermediate noise state based on the text prompt and the first intermediate noise state, and generating a synthetic image based on the text prompt and the second intermediate noise state.

Abstract: A method, apparatus, non-transitory computer readable medium, and system for data processing include obtaining a text prompt and generating a first intermediate noise state based on the text prompt, retrieving a second intermediate noise state based on the text prompt and the first intermediate noise state, and generating a synthetic image based on the text prompt and the second intermediate noise state.

Abstract: A mixer is composed of a base, a drive shaft, a plurality of blade seats and mixing blades. The base is engaged with the opening of a liquid container and fastened with a circular body which is fitted over the drive shaft such that the drive shaft is slanted in the liquid container. The blade seats are fastened at an interval with the drive shaft and provided with a pivoting slot in which the mixing blade is fastened pivotally. As the drive shaft is driven by a power source to revolve, the mixing blades are caused to expand by the centrifugal force so as to bring about the mixing effect.