Video-Adverb Retrieval
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Benchmarks
AIR
ActivityNet Adverbs
HowTo100M Adverbs
MSR-VTT Adverbs
VATEX Adverbs
Most implemented
Video-adverb retrieval with compositional adverb-action embeddings
Learning Action Changes by Measuring Verb-Adverb Textual Relationships
How Do You Do It? Fine-Grained Action Understanding with Pseudo-Adverbs
Action Modifiers: Learning from Adverbs in Instructional Videos
Papers
Video-adverb retrieval with compositional adverb-action embeddings
Retrieving adverbs that describe an action in a video poses a crucial step towards fine-grained video understanding. We propose a framework for video-to-adverb retrieval (and vice versa) that aligns video embeddings with…
TripletVideo-Adverb RetrievalVideo-Adverb Retrieval (Unseen Compositions)Learning Action Changes by Measuring Verb-Adverb Textual Relationships
The goal of this work is to understand the way actions are performed in videos. That is, given a video, we aim to predict an adverb indicating a modification applied to the action (e.g. cut "finely"). We cast this proble…
Video-Adverb RetrievalHow Do You Do It? Fine-Grained Action Understanding with Pseudo-Adverbs
We aim to understand how actions are performed and identify subtle differences, such as 'fold firmly' vs. 'fold gently'. To this end, we propose a method which recognizes adverbs across different actions. However, such f…
Video-Adverb RetrievalVideo-Adverb Retrieval (Unseen Compositions)Action Modifiers: Learning from Adverbs in Instructional Videos
We present a method to learn a representation for adverbs from instructional videos using weak supervision from the accompanying narrations. Key to our method is the fact that the visual representation of the adverb is h…
Video-Adverb Retrieval