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Heterogeneous federated domain generalization network with common representation learning for cross-load machinery fault diagnosis
Various federated transfer learning (FTL) methods have been proposed to address domain
shift and safeguard data privacy in the field of fault diagnosis. However, the effectiveness of …
shift and safeguard data privacy in the field of fault diagnosis. However, the effectiveness of …
Audio-visual segmentation via unlabeled frame exploitation
Audio-visual segmentation (AVS) aims to segment the sounding objects in video frames.
Although great progress has been witnessed we experimentally reveal that current methods …
Although great progress has been witnessed we experimentally reveal that current methods …
Improving audio-visual segmentation with bidirectional generation
The aim of audio-visual segmentation (AVS) is to precisely differentiate audible objects
within videos down to the pixel level. Traditional approaches often tackle this challenge by …
within videos down to the pixel level. Traditional approaches often tackle this challenge by …
Increasing Importance of Joint Analysis of Audio and Video in Computer Vision: A Survey
The joint analysis of audio and video is a powerful tool that can be applied to various
contexts, including action, speech, and sound recognition, audio-visual video parsing …
contexts, including action, speech, and sound recognition, audio-visual video parsing …
Bavs: Bootstrap** audio-visual segmentation by integrating foundation knowledge
Given an audio-visual pair, audio-visual segmentation (AVS) aims to locate sounding
sources by predicting pixel-wise maps. Previous methods assume that each sound …
sources by predicting pixel-wise maps. Previous methods assume that each sound …
Label-anticipated event disentanglement for audio-visual video parsing
Abstract Audio-Visual Video Parsing (AVVP) task aims to detect and temporally locate
events within audio and visual modalities. Multiple events can overlap in the timeline …
events within audio and visual modalities. Multiple events can overlap in the timeline …
Object-aware adaptive-positivity learning for audio-visual question answering
This paper focuses on the Audio-Visual Question Answering (AVQA) task that aims to
answer questions derived from untrimmed audible videos. To generate accurate answers …
answer questions derived from untrimmed audible videos. To generate accurate answers …
Unveiling the power of audio-visual early fusion transformers with dense interactions through masked modeling
Humans possess a remarkable ability to integrate auditory and visual information enabling a
deeper understanding of the surrounding environment. This early fusion of audio and visual …
deeper understanding of the surrounding environment. This early fusion of audio and visual …
Meerkat: Audio-visual large language model for grounding in space and time
Abstract Leveraging Large Language Models' remarkable proficiency in text-based tasks,
recent works on Multi-modal LLMs (MLLMs) extend them to other modalities like vision and …
recent works on Multi-modal LLMs (MLLMs) extend them to other modalities like vision and …
EchoTrack: Auditory referring multi-object tracking for autonomous driving
This paper introduces the task of Auditory Referring Multi-Object Tracking (AR-MOT), which
dynamically tracks specific objects in a video sequence based on audio expressions and …
dynamically tracks specific objects in a video sequence based on audio expressions and …