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20212024
most citedMERLOT: Multimodal Neural Script Knowledge Models

54 citations · 114 across the 17 of their papers we have counts for

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Showing 2021Show all

6 papers · 1 filter

cs.CL2021★ 2 cited

NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics

Ximing Lu, Sean Welleck, Peter West +9

The dominant paradigm for neural text generation is left-to-right decoding from autoregressive language models. Constrained or controllable generation under complex lexical constra…

cs.SD2021

Connecting the Dots between Audio and Text without Parallel Data through Visual Knowledge Transfer

Yanpeng Zhao, Jack Hessel, Youngjae Yu +3

Machines that can represent and describe environmental soundscapes have practical potential, e.g., for audio tagging and captioning systems. Prevailing learning paradigms have been…

cs.CV2021

Pano-AVQA: Grounded Audio-Visual Question Answering on 360 Videos

Heeseung Yun, Youngjae Yu, Wonsuk Yang +2

360 videos convey holistic views for the surroundings of a scene. It provides audio-visual cues beyond pre-determined normal field of views and displays distinctive spatial…

cs.CV2021★ 2 cited

Cycled Compositional Learning between Images and Text

Jongseok Kim, Youngjae Yu, Seunghwan Lee +1

We present an approach named the Cycled Composition Network that can measure the semantic distance of the composition of image-text embedding. First, the Composition Network transi…

cs.CV2021★ 54 cited

MERLOT: Multimodal Neural Script Knowledge Models

Rowan Zellers, Ximing Lu, Jack Hessel +5

As humans, we understand events in the visual world contextually, performing multimodal reasoning across time to make inferences about the past, present, and future. We introduce M…

cs.CV2021

ACAV100M: Automatic Curation of Large-Scale Datasets for Audio-Visual Video Representation Learning

Sangho Lee, Jiwan Chung, Youngjae Yu +4

The natural association between visual observations and their corresponding sound provides powerful self-supervisory signals for learning video representations, which makes the eve…