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知乎专栏
https://zhuanlan.zhihu.com
[论文精读 | CVPR2020] Listen to Look: Action …
提出两个框架
IMGAUD2VID
•通过单针图片与其对应的图片提取hallucinates clip-lev… 展开
1. Introduction（Why do this work?）
应用层面
•数据增长量大，需要从精度和效率两个层面来对untrimmed video做识别；
•主要应用点：video recommendation, summarization, … 展开
知乎专栏
2. Related Work
主要从以下六个方面描述，这里就先不写了，后面有时间再写。
•Action Recognition
•Action Proposal and Localization
•Audio-Visual An… 展开
知乎专栏
3. Approach
3.1. Problem Formulation
•V —— a long untrimmed video ，未经过处理的一段原始视频 •C —— classes，视频行为的类别 •A —— Each video clip V is accompanied by … 展开
知乎专栏
4. Experiments
整个实验在4个数据集上进行的。
蒸馏网络：
训练集：Kinetices400
测试集：如下图所示
Figure 不同测试 … 展开
知乎专栏
What is multimodal audio-image and video action recognition (maivar)?
Hence, we propose the Multimodal Audio-Image and Video Action Recognizer (MAiVAR) framework, a CNN-based audio-image to video fusion-based technique that can be applied to video and audio features for classifying actions.
link.springer.com
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谢谢!告诉我们更多信息
目录
1. Introduction（Why do this work?）
2. Related Work
3. Approach
4. Experiments
What is multimodal audio-image and video action recognition (maivar)?

Github
https://github.com › krantiparida › awesome-audio-visual
GitHub - krantiparida/awesome-audio-visual: A …
It is comprised of images from existing datasets, and brand new, expert curated audio and video data. PACS - A dataset designed to help create and evaluate a new generation of AI algorithms able to reason about physical commonsense …
标记:
Visual processing
Audiovisual
Image for Audio Recognition的图片

bing.com › images
dreamstime.com
Voice and Audio Recognition Vector Design Stock Vector - Illustration of recorder, recognition ...
shaip.com
What is Voice Recognition: How it Works, Advantages, Example | Shaip
talkroute.com
Automatic Speech Recognition & Mixing it with IVR
ar.inspiredpencil.com
Speech Recognition Technology
alamy.com
Voice recognition. Biometric scanning system for human speech, holographic interface of person ...
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Springer
https://link.springer.com › article
Multimodal fusion for audio-image and video action recognition
In this paper, we proposed a multimodal audio-image to video action recognition framework called the Multimodal Audio-image and Video Action Recognizer (MAiVAR). We generated several …
标记:
Neural magazine
Lipid bilayer fusion
arXiv.org
https://arxiv.org › abs
[2308.03741] MAiVAR-T: Multimodal Audio-image and Video …
2023年8月1日 · This model employs an intuitive approach for the combination of audio-image and video modalities, with a primary aim to escalate the effectiveness of multimodal human action …
标记:
Recognition
Range
NoiseLab
https://noiselab.ucsd.edu › Reports
[PDF]
Audio Recognition using Mel Spectrograms and Convolution …
image representation of the audio signal, the Mel spectrogram is the input to our machine learning models. This allows us to make use of well-researched image classification techniques. The …
标记:
Machine learning
Spectrogram
Medium
https://medium.com › @hugmanskj › hands …
[Hands-On] Sound to Image: Exploring …
2024年8月30日 · Discover various audio visualization techniques including waveforms, spectrograms, MFCC, and Mel spectrograms for effective sound analysis and processing.
标记:
Carl Jung
Visualization
其他用户还问了以下问题
How do audio and video modalities contribute to action recognition?
Subsequently, this audio-image depiction is fused with the video modality to formulate a unified representation. This concerted approach strives to exploit the contextual richness inherent in both audio and video modalities, thereby promoting action recognition.
[2308.03741] MAiVAR-T: Multimodal Audio-image and Video Action Recognizer …
arxiv.org
Can facial image be used for audio recognition?
To augment theaudio recognition,we propose to utilize the facial imageinboth of these multi-modal datasets and the large scale IFERdatasets: CMU Multi-PIE, CK + , MMI Dataset ,Oulu-CASIA VIS Dataset . For these IFER datasets, we only use the data with sharedemotions with CREMA-D or RAVDESS datasets.
Image2Audio: Facilitating Semi-supervised Audio Emotion Recognition …
openaccess.thecvf.com
What is multimodal audio-image and video action recognition (maivar)?
Hence, we propose the Multimodal Audio-Image and Video Action Recognizer (MAiVAR) framework, a CNN-based audio-image to video fusion-based technique that can be applied to video and audio features for classifying actions.
Multimodal fusion for audio-image and video action recognition
link.springer.com
How do action recognition techniques work?
I. INTRODUCTION Action recognition techniques proposed in the last decade have predominantly used video representations, i.e., sequences of images to recognize an event or action in a video [1– 3]. Visual modality contains spatial information, which is inherently helpful for CNN-based classification.
MAiVAR: Multimodal Audio-Image and Video Action Recognizer - arXiv.…
arxiv.org
Can labeled image-based facial expression recognition be used for audio emotion recognition?
There is a large amount of public available labeledimage-based facial expression recognition datasets. Howcould these images help for the audio emotion recognitionwith limited labeled data according to their inherent corre-lations can be a meaningful and challenging task.
Image2Audio: Facilitating Semi-supervised Audio Emotion Recognition …
openaccess.thecvf.com
What is maivar-T (multimodal audio-image to video action recognition transformer)?
In line with the human capacity to perceive the world by simultaneously processing and integrating high-dimensional inputs from multiple modalities like vision and audio, we propose a novel model, MAiVAR-T (Multimodal Audio-Image to Video Action Recognition Transformer).
[2308.03741] MAiVAR-T: Multimodal Audio-image and Video Action Recognizer …
arxiv.org
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ScienceDirect
https://www.sciencedirect.com › science › article › pii
PyMAiVAR: An open-source Python suite for audio-image …
2023年9月1日 · This wide-ranging toolkit generates rich audio-image representations, playing a pivotal role in reshaping human action recognition. By fully exploiting audio data’s latent …
标记:
Recognition
Python
arXiv.org
https://arxiv.org › pdf
[PDF]
MAiVAR: Multimodal Audio-Image and Video Action …
propose Multimodal Audio-Image and Video Action Recognizer (MAiVAR), a CNN-based audio-image to video fusion model that accounts for video and audio modalities to achieve superior …
Comet ML
https://www.comet.com › site › blog › gener…
Audio and Machine Learning: Image …
2024年1月12日 · In this guide, I will demonstrate how to generate images from audio using pre-trained models. The key steps are: Transcribing audio to text using the Whisper speech …
标记:
Recognition
Machine learning
CVF Open Access
https://openaccess.thecvf.com › papers
[PDF]
Image2Audio: Facilitating Semi-Supervised Audio Emotion …
image-based facial expression recognition datasets. How could these images help for the audio emotion recognition with limited labeled data according to their inherent corre-lations can be a …
标记:
Recognition
Fangfang Fan Harvard
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