Video DataFlywheel: Resolving the Impossible Data Trinity in Video-Language Understanding
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2025.3528394
Abstract: Recently, video-language understanding has achieved great success through large-scale pre-training. However, data scarcity remains a prevailing challenge. This study quantitatively reveals an “impossible trinity” among data quantity, diversity, and quality in pre-training datasets. Recent efforts… read more here.
Keywords: video; video dataflywheel; video language; language understanding ... See more keywords