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See, Hear, Explore: Curiosity via Audio-Visual Association ...
https://blog.ml.cmu.edu/2021/06/11/see-hear-explore-curiosity-via-audio-visual-association/
Our audio-visual association model: The frames (top left) and potentially misaligned audio waveform (bottom left) are preprocessed into 512-dimensional feature vectors using a random feature network and FFT, respectively. The discriminator network (right) takes these features as inputs and is trained to output whether or not they are aligned. 2D conv …
Newly acquired audio-visual associations bias perception ...
https://pubmed.ncbi.nlm.nih.gov/28237813/
When distinct stimuli are presented to the two eyes, their mental representations alternate in awareness. Here, such "binocular rivalry" was used to investigate whether audio-visual associations bias visual perception. To induce two arbitrary associations, each between a tone and a grating of a specific color and motion direction, observers were required to respond …
Learning audio-visual associations using mutual ...
https://ieeexplore.ieee.org/document/824909/
Learning audio-visual associations using mutual information. Abstract: This paper addresses the problem of finding useful associations between audio and visual input signals. The proposed approach is based on the maximization of mutual information of audio-visual clusters. This approach results in segmentation of continuous speech signals, and finds visual …
Enhancing Audio-Visual Association with Self …
https://www.aaai.org/AAAI21Papers/AAAI-6067.ZhangJ.pdf
The recent studies on audio-visual representations learn-ing can be generally categorized into two types: Audio-Visual Correspondence (AVC) (Arandjelovic and Zisser-man 2017) and Audio-Visual Synchronization (AVS) (Chung, Chung, and Kang 2019). The two types are mainly about set-ting up a verification task that predicts whether an input pair
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