The talk explains how iQIYI leverages AI—through video understanding, tag generation, graph construction, and scene‑based point selection—to automatically create and place diverse ad formats, optimizing ad inventory, relevance, and revenue while meeting brand and production constraints.
This article outlines Youku's multimodal video content understanding pipeline, covering business needs, problem decomposition, data construction, model selection, OCR subtitle extraction, scene and action recognition, sample augmentation, noise handling, and multimodal fusion strategies for robust content moderation.
Alibaba Youku built Milan ZhiYun platform that uses AI video understanding to automatically extract highlights, generate covers, and reassemble fragments from long‑form videos, leveraging scene detection, beautification, bullet‑comment analysis, and subjective quality evaluation to dramatically improve editing efficiency and user engagement.
