1 code implementation • ICCV 2021 • Mandela Patrick, Yuki M. Asano, Polina Kuznetsova, Ruth Fong, João F. Henriques, Geoffrey Zweig, Andrea Vedaldi
In the image domain, excellent representations can be learned by inducing invariance to content-preserving transformations via noise contrastive learning.
no code implementations • TACL 2014 • Polina Kuznetsova, Vicente Ordonez, Tamara L. Berg, Yejin Choi
We present a new tree based approach to composing expressive image descriptions that makes use of naturally occuring web images with captions.
no code implementations • 28 Sep 2020 • Mandela Patrick, Yuki Asano, Polina Kuznetsova, Ruth Fong, Joao F. Henriques, Geoffrey Zweig, Andrea Vedaldi
In this paper, we show that, for videos, the answer is more complex, and that better results can be obtained by accounting for the interplay between invariance, distinctiveness, multiple modalities and time.