Expanding Language-Image Pretrained Models for General Video Recognition

• Published in: Computer Vision – ECCV 2022 pp. 1 - 18
• Main Authors: Ni, Bolin, Peng, Houwen, Chen, Minghao, Zhang, Songyang, Meng, Gaofeng, Fu, Jianlong, Xiang, Shiming, Ling, Haibin
• Format: Book Chapter
• Language: English
• Published: Cham Springer Nature Switzerland 28.10.2022
• Series: Lecture Notes in Computer Science
• Subjects: Contrastive language-image pretraining; Video recognition

Contrastive language-image pretraining has shown great success in learning visual-textual joint representation from web-scale data, demonstrating remarkable “zero-shot” generalization ability for various image tasks. However, how to effectively expand such new language-image pretraining methods to v...