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Deep Architectures for Content Moderation and Movie Content Rating

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arxiv 2212.04533 v2 pith:XRDVCUK7 submitted 2022-12-08 cs.CV cs.LG

classification cs.CVcs.LG
keywords contentratingmovievideomoderationactionamountanalysis
verification ladder T0 review T1 audit T2 compute T3 formal
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Rating a video based on its content is an important step for classifying video age categories. Movie content rating and TV show rating are the two most common rating systems established by professional committees. However, manually reviewing and evaluating scene/film content by a committee is a tedious work and it becomes increasingly difficult with the ever-growing amount of online video content. As such, a desirable solution is to use computer vision based video content analysis techniques to automate the evaluation process. In this paper, related works are summarized for action recognition, multi-modal learning, movie genre classification, and sensitive content detection in the context of content moderation and movie content rating. The project page is available at https://github.com/fcakyon/content-moderation-deep-learning.

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  1. QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design

    cs.CV 2025-05 conditional novelty 6.0 of 10

    A co-designed parallel decoder and KV-pruned group prefill pipeline speeds up long video LLM inference by over 3x, from 69.7 to 20.0 seconds on a 30-minute input.

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