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Learning in audio-visual context: A review, analysis, and new perspective
Sight and hearing are two senses that play a vital role in human communication and scene
understanding. To mimic human perception ability, audio-visual learning, aimed at …
understanding. To mimic human perception ability, audio-visual learning, aimed at …
Attention bottlenecks for multimodal fusion
Humans perceive the world by concurrently processing and fusing high-dimensional inputs
from multiple modalities such as vision and audio. Machine perception models, in stark …
from multiple modalities such as vision and audio. Machine perception models, in stark …
A comprehensive review of recent deep learning techniques for human activity recognition
Human action recognition is an important field in computer vision that has attracted
remarkable attention from researchers. This survey aims to provide a comprehensive …
remarkable attention from researchers. This survey aims to provide a comprehensive …
Slowfast networks for video recognition
We present SlowFast networks for video recognition. Our model involves (i) a Slow pathway,
operating at low frame rate, to capture spatial semantics, and (ii) a Fast pathway, operating …
operating at low frame rate, to capture spatial semantics, and (ii) a Fast pathway, operating …
Forgerynet: A versatile benchmark for comprehensive forgery analysis
The rapid progress of photorealistic synthesis techniques has reached at a critical point
where the boundary between real and manipulated images starts to blur. Thus …
where the boundary between real and manipulated images starts to blur. Thus …
Audiovisual slowfast networks for video recognition
We present Audiovisual SlowFast Networks, an architecture for integrated audiovisual
perception. AVSlowFast has Slow and Fast visual pathways that are deeply integrated with a …
perception. AVSlowFast has Slow and Fast visual pathways that are deeply integrated with a …
Soccernet-v2: A dataset and benchmarks for holistic understanding of broadcast soccer videos
Understanding broadcast videos is a challenging task in computer vision, as it requires
generic reasoning capabilities to appreciate the content offered by the video editing. In this …
generic reasoning capabilities to appreciate the content offered by the video editing. In this …
Learning spatio-temporal representation with local and global diffusion
Abstract Convolutional Neural Networks (CNN) have been regarded as a powerful class of
models for visual recognition problems. Nevertheless, the convolutional filters in these …
models for visual recognition problems. Nevertheless, the convolutional filters in these …
Tsp: Temporally-sensitive pretraining of video encoders for localization tasks
Due to the large memory footprint of untrimmed videos, current state-of-the-art video
localization methods operate atop precomputed video clip features. These features are …
localization methods operate atop precomputed video clip features. These features are …
Audio visual scene-aware dialog
We introduce the task of scene-aware dialog. Our goal is to generate a complete and natural
response to a question about a scene, given video and audio of the scene and the history of …
response to a question about a scene, given video and audio of the scene and the history of …