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Recovering the masked speech frames is widely applied in speech representation learning. However, most of these models use random masking in the pre-training. In this work, we proposed two kinds of masking approaches: (1) speech-level…

声音 · 计算机科学 2022-10-26 Xulong Zhang , Jianzong Wang , Ning Cheng , Kexin Zhu , Jing Xiao

Gestures are essential for enhancing co-speech communication, offering visual emphasis and complementing verbal interactions. While prior work has concentrated on point-level motion or fully supervised data-driven methods, we focus on…

计算机视觉与模式识别 · 计算机科学 2025-03-28 Jiahui Chen , Yang Huan , Runhua Shi , Chanfan Ding , Xiaoqi Mo , Siyu Xiong , Yinong He

Understanding speech production both visually and kinematically can inform second language learning system designs, as well as the creation of speaking characters in video games and animations. In this work, we introduce a data-driven…

图像与视频处理 · 电气工程与系统科学 2024-09-25 Hong Nguyen , Sean Foley , Kevin Huang , Xuan Shi , Tiantian Feng , Shrikanth Narayanan

Given an arbitrary face image and an arbitrary speech clip, the proposed work attempts to generating the talking face video with accurate lip synchronization while maintaining smooth transition of both lip and facial movement over the…

计算机视觉与模式识别 · 计算机科学 2019-07-29 Yang Song , Jingwen Zhu , Dawei Li , Xiaolong Wang , Hairong Qi

Volumetric medical segmentation is a critical component of 3D medical image analysis that delineates different semantic regions. Deep neural networks have significantly improved volumetric medical segmentation, but they generally require…

图像与视频处理 · 电气工程与系统科学 2024-07-18 Hanan Gani , Muzammal Naseer , Fahad Khan , Salman Khan

We present a framework for modeling interactional communication in dyadic conversations: given multimodal inputs of a speaker, we autoregressively output multiple possibilities of corresponding listener motion. We combine the motion and…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Evonne Ng , Hanbyul Joo , Liwen Hu , Hao Li , Trevor Darrell , Angjoo Kanazawa , Shiry Ginosar

This paper introduces a new model to generate rhythmically relevant non-verbal facial behaviors for virtual agents while they speak. The model demonstrates perceived performance comparable to behaviors directly extracted from the data and…

计算机视觉与模式识别 · 计算机科学 2023-11-23 Alice Delbosc , Magalie Ochs , Nicolas Sabouret , Brian Ravenet , Stéphane Ayache

This article describes a contour-based 3D tongue deformation visualization framework using B-mode ultrasound image sequences. A robust, automatic tracking algorithm characterizes tongue motion via a contour, which is then used to drive a…

计算机视觉与模式识别 · 计算机科学 2016-05-20 Kele Xu , Yin Yang , Clémence Leboullenger , Pierre Roussel , Bruce Denby

Audio-Driven Talking Face Generation aims at generating realistic videos of talking faces, focusing on accurate audio-lip synchronization without deteriorating any identity-related visual details. Recent state-of-the-art methods are based…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Dogucan Yaman , Fevziye Irem Eyiokur , Leonard Bärmann , Hazım Kemal Ekenel , Alexander Waibel

Speech perception involves storing and integrating sequentially presented items. Recent work in cognitive neuroscience has identified temporal and contextual characteristics in humans' neural encoding of speech that may facilitate this…

计算与语言 · 计算机科学 2024-05-15 Oli Danyi Liu , Hao Tang , Naomi Feldman , Sharon Goldwater

This study delves into the intricacies of synchronizing facial dynamics with multilingual audio inputs, focusing on the creation of visually compelling, time-synchronized animations through diffusion-based techniques. Diverging from…

计算机视觉与模式识别 · 计算机科学 2024-07-29 Rui Zhang , Yixiao Fang , Zhengnan Lu , Pei Cheng , Zebiao Huang , Bin Fu

Silent Speech Interfaces aim to reconstruct the acoustic signal from a sequence of ultrasound tongue images that records the articulatory movement. The extraction of information about the tongue movement requires us to efficiently process…

人机交互 · 计算机科学 2022-06-28 Amin Honarmandi Shandiz , Laszlo Toth

Contextual automatic speech recognition, i.e., biasing recognition towards a given context (e.g. user's playlists, or contacts), is challenging in end-to-end (E2E) models. Such models maintain a limited number of candidates during…

计算与语言 · 计算机科学 2019-07-23 Ke Hu , Antoine Bruguier , Tara N. Sainath , Rohit Prabhavalkar , Golan Pundak

In real-world environments, AI systems often face unfamiliar scenarios without labeled data, creating a major challenge for conventional scene understanding models. The inability to generalize across unseen contexts limits the deployment of…

计算机视觉与模式识别 · 计算机科学 2025-10-31 Manjunath Prasad Holenarasipura Rajiv , B. M. Vidyavathi

Change captioning aims to describe changes between a pair of images. However, existing works rely on visual features alone, which often fail to capture subtle but meaningful changes because they lack the ability to represent explicitly…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Kyu Ri Park , Jiyoung Park , Seong Tae Kim , Hong Joo Lee , Jung Uk Kim

We propose and analyze the use of an explicit time-context window for neural network-based spectral masking speech enhancement to leverage signal context dependencies between neighboring frames. In particular, we concentrate on soft masking…

音频与语音处理 · 电气工程与系统科学 2024-08-29 Luan Vinícius Fiorio , Boris Karanov , Bruno Defraene , Johan David , Wim van Houtum , Frans Widdershoven , Ronald M. Aarts

Generating holistic co-speech gestures that integrate full-body motion with facial expressions suffers from semantically incoherent coordination on body motion and spatially unstable meaningless movements due to existing part-decomposed or…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Xuanmeng Sha , Liyun Zhang , Tomohiro Mashita , Naoya Chiba , Yuki Uranishi

Computer vision is largely based on 2D techniques, with 3D vision still relegated to a relatively narrow subset of applications. However, by building on recent advances in 3D models such as neural radiance fields, some authors have shown…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Vadim Tschernezki , Diane Larlus , Iro Laina , Andrea Vedaldi

We propose an end to end deep learning approach for generating real-time facial animation from just audio. Specifically, our deep architecture employs deep bidirectional long short-term memory network and attention mechanism to discover the…

机器学习 · 计算机科学 2019-05-28 Guanzhong Tian , Yi Yuan , Yong liu

Recovering temporally consistent 3D human body pose, shape and motion from a monocular video is a challenging task due to (self-)occlusions, poor lighting conditions, complex articulated body poses, depth ambiguity, and limited availability…

计算机视觉与模式识别 · 计算机科学 2023-11-21 Sushovan Chanda , Amogh Tiwari , Lokender Tiwari , Brojeshwar Bhowmick , Avinash Sharma , Hrishav Barua
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