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Challenges and Potential of Video as Rich Data for AI Reasoning
The chapter delves into the challenges and potential of using video as a rich data source for AI reasoning compared to text, highlighting issues like data coverage and label scarcity. It explores the complexity of generating videos from image frames, the need for specific labels, and the challenges in self-supervised learning with video data. The discussion emphasizes the richness of information in videos, contrasting it with text and exploring the importance of transforming pixels into representations for various AI tasks.