Look Before You Speak: Visually Contextualized Utterances
Paul Hongsuck Seo, Arsha Nagrani, Cordelia Schmid
摘要
It makes it feel healthier. Now slip that nut back on and screw it down. It's going to take about five minutes. … Transcript: I'm going to go ahead and slip that into place and I'm going to make note of which way the arrow is going in relation to the arrow on our guard. They both need to be going the same direction next. Prediction Next utterance candidates Input Video ✔ Figure 1: Visually Contextualised Future Utterance Prediction. Given an instructional video with paired text and video data, we predict the next utterance in the video using a Co-attentional Multimodal Video Transformer. Our model trained on this task also achieves state-of-the-art performance on downstream VideoQA benchmarks.
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引用它的顶会 Paper24
- Frozen in Time: A Joint Video and Image Encoder for End-to-End RetrievalMax Bain, Arsha Nagrani, Gül Varol, Andrew ZissermanICCV 2021 · 被引用 1,550 次
- Attention Bottlenecks for Multimodal FusionArsha Nagrani, Shan Yang, Anurag Arnab, Aren Jansen 等NeurIPS 2021 · 被引用 884 次
- Just Ask: Learning to Answer Questions from Millions of Narrated VideosAntoine Yang, Antoine Miech, Josef Sivic, Ivan Laptev 等ICCV 2021 · 被引用 345 次
- Zero-Shot Video Question Answering via Frozen Bidirectional Language ModelsAntoine Yang, Antoine Miech, Josef Sivic, Ivan Laptev 等NeurIPS 2022 · 被引用 305 次
- VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and DatasetSihan Chen, Handong Li, Qunbo Wang, Zijia Zhao 等NeurIPS 2023 · 被引用 246 次
它引用的顶会 Paper11
- HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video ClipsAntoine Miech, Dimitri Zhukov, Jean-Baptiste Alayrac, Makarand Tapaswi 等ICCV 2019 · 被引用 1,437 次
- VideoBERT: A Joint Model for Video and Language Representation LearningChen Sun, Austin Myers, Carl Vondrick, Kevin Murphy 等ICCV 2019 · 被引用 1,396 次
- Learning Relationships between Text, Audio, and Video via Deep Canonical Correlation for Multimodal Language AnalysisZhongkai Sun, Prathusha Kameswara Sarma, William A. Sethares, Yingyu LiangAAAI 2020 · 被引用 419 次
- HERO: Hierarchical Encoder for Video+Language Omni-representation Pre-trainingLinjie Li, Yen-Chun Chen, Yu Cheng, Zhe Gan 等EMNLP 2020 · 被引用 387 次
- Support-set bottlenecks for video-text representation learningMandela Patrick, Po-Yao Huang, Yuki Markus Asano, Florian Metze 等ICLR 2021 · 被引用 269 次
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