The invention discloses an all-media news intelligent cataloguing method based on multi-modal information fusion. The method comprises the steps: carrying out the unified representation and fusion understanding of video information, voice information, subtitle bar information and character information in all-media news, so as to obtain multi-modal fusion features; and realizing automatic slicing, automatic cataloguing description and automatic scene classification of news by using multi-modal fusion features. The full-media news-oriented automatic comprehensive cataloguing method has the beneficial effects that a complete process of full-media news-oriented automatic comprehensive cataloguing is realized, and the accuracy and generalization of the cataloguing method are improved by generating the splitting mark, the news cataloguing description, the news classification label, the news keyword and the news character on the basis of fusion of multiple modalities of the video, the audio and the text; the manual cataloguing time is greatly reduced.