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To address these limitations and further exploit the correlations among different videos, in this paper we propose video joint modelling for co-summarization, where complete cross-video high-level patterns are explicitly modelled and learned for the summarization of individual videos. Specifically, similar videos are encoded simultaneously and the semantic information is aggregated across videos in our framework. However, there exists a great deal of redundancy in frame-level modelling since adjacent frames are visually and semantically similar. Therefore, video joint modelling should not be performed in the frame level plainly, and more effective network architectures are required. In this case, we develop a hierarchical Transformer for video joint modelling. Specifically, the first layer of the hierarchical Transformer is used to extract semantic representation from individual shots of similar videos, while the second layer performs shot-level video joint modelling to aggregate cross-video semantic information. By this means, each encoded shot representation contains cross-video semantic information. The pros of this method are, you can achieve a certain target size. The downside is you don’t know how the target size will affect video quality. To overcome this, start with a decent size (as a percentage of original), then test for video quality. Increase the target size if you need better quality. This is the default video compression method used. This method allows you to set the max bitrate for given video quality. The quality is set by CRF (constant rate factor). Select this method if you are using the video in a streaming application where you want to control the streaming bandwidth rate. To choose this option, select "By Max Bitrate" from the "Video Compress" dropdown. For more info: read video bitrate control. Choosing a smaller video resolution (dimensions) can also save file size. For example, if you have a 4K (4320p) video but your target device is 1080p, you can downsize the video to fit 1080p and save file size. To choose this option, choose "Re-size video" from "Advanced Settings" above. gamestop reddit

















































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