text: 228,26,1277888145267331072,841031248839618560,Relja Arandjelović,"Our new paper ""Self-Supervised MultiModal Versatile Networks"" learns from vision, audio and (ASR) language, achieves SOTA self-supervised video and audio representations, and we can deflate nets trained on videos to apply them on images. <LINK> @jalayrac, @arecasens, Rosalia Schneider, myself, @jramapuram, @JeffreyDeFauw, Lucas Smaira, @sedielem, Andrew Zisserman @rosaliags",https://arxiv.org/abs/2006.16228,"Videos are a rich source of multi-modal supervision. In this work, we learn representations using self-supervision by leveraging three modalities naturally present in videos: visual, audio and language streams. To this end, we introduce the notion of a multimodal versatile network -- a network that can ingest multiple modalities and whose representations enable downstream tasks in multiple modalities. In particular, we explore how best to combine the modalities, such that fine-grained representations of the visual and audio modalities can be maintained, whilst also integrating text into a common embedding. Driven by versatility, we also introduce a novel process of deflation, so that the networks can be effortlessly applied to the visual data in the form of video or a static image. We demonstrate how such networks trained on large collections of unlabelled video data can be applied on video, video-text, image and audio tasks. Equipped with these representations, we obtain state-of-the-art performance on multiple challenging benchmarks including UCF101, HMDB51, Kinetics600, AudioSet and ESC-50 when compared to previous self-supervised work. Our models are publicly available. ",Self-Supervised MultiModal Versatile Networks,3,"['Our new paper ""Self-Supervised MultiModal Versatile Networks"" learns from vision, audio and (ASR) language, achieves SOTA self-supervised video and audio representations, and we can deflate nets trained on videos to apply them on images. <LINK>', '@jalayrac, @arecasens, Rosalia Schneider, myself, @jramapuram, @JeffreyDeFauw, Lucas Smaira, @sedielem, Andrew Zisserman', '@rosaliags']",20,06,376