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Denoising language models (DLMs) have been proposed as a powerful alternative to traditional language models (LMs) for automatic speech recognition (ASR), motivated by their ability to use bidirectional context and adapt to a specific ASR…

神经与进化计算 · 计算机科学 2025-12-16 Dorian Koch , Albert Zeyer , Nick Rossenbach , Ralf Schlüter , Hermann Ney

Humans excel at performing complex tasks by leveraging long-term memory across temporal and spatial experiences. In contrast, current Large Language Models (LLMs) struggle to effectively plan and act in dynamic, multi-room 3D environments.…

计算机视觉与模式识别 · 计算机科学 2025-12-18 Wenbo Hu , Yining Hong , Yanjun Wang , Leison Gao , Zibu Wei , Xingcheng Yao , Nanyun Peng , Yonatan Bitton , Idan Szpektor , Kai-Wei Chang

We present a systematic analysis on the performance of a phonetic recogniser when the window of input features is not symmetric with respect to the current frame. The recogniser is based on Context Dependent Deep Neural Networks (CD-DNNs)…

计算与语言 · 计算机科学 2016-06-30 Akash Kumar Dhaka , Giampiero Salvi

Speaker Recognition and Speaker Identification are challenging tasks with essential applications such as automation, authentication, and security. Deep learning approaches like SincNet and AM-SincNet presented great results on these tasks.…

声音 · 计算机科学 2020-10-20 João Antônio Chagas Nunes , David Macêdo , Cleber Zanchettin

In this paper, we introduce a new task, Reactive Listener Motion Generation from Speaker Utterance, which aims to generate naturalistic listener body motions that appropriately respond to a speaker's utterance. However, modeling such…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Cheng Luo , Bizhu Wu , Bing Li , Jianfeng Ren , Ruibin Bai , Rong Qu , Linlin Shen , Bernard Ghanem

This work focuses on the analysis that whether 3D face models can be learned from only the speech inputs of speakers. Previous works for cross-modal face synthesis study image generation from voices. However, image synthesis includes…

图形学 · 计算机科学 2021-04-22 Cho-Ying Wu , Ke Xu , Chin-Cheng Hsu , Ulrich Neumann

New era has unlocked exciting possibilities for extending Large Language Models (LLMs) to tackle 3D vision-language tasks. However, most existing 3D multimodal LLMs (MLLMs) rely on compressing holistic 3D scene information or segmenting…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Xiaoyan Wang , Zeju Li , Yifan Xu , Jiaxing Qi , Zhifei Yang , Ruifei Ma , Xiangde Liu , Chao Zhang

Generating realistic listener facial motions in dyadic conversations remains challenging due to the high-dimensional action space and temporal dependency requirements. Existing approaches usually consider extracting 3D Morphable Model…

计算机视觉与模式识别 · 计算机科学 2025-04-30 Zesheng Wang , Alexandre Bruckert , Patrick Le Callet , Guangtao Zhai

Generating speech-driven 3D talking heads presents numerous challenges; among those is dealing with varying mesh topologies where no point-wise correspondence exists across the meshes the model can animate. While previous literature works…

计算机视觉与模式识别 · 计算机科学 2026-01-09 Federico Nocentini , Thomas Besnier , Claudio Ferrari , Sylvain Arguillere , Mohamed Daoudi , Stefano Berretti

Lip Reading, or Visual Automatic Speech Recognition (V-ASR), is a complex task requiring the interpretation of spoken language exclusively from visual cues, primarily lip movements and facial expressions. This task is especially challenging…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Marshall Thomas , Edward Fish , Richard Bowden

Speech-driven 3D talking face method should offer both accurate lip synchronization and controllable expressions. Previous methods solely adopt discrete emotion labels to globally control expressions throughout sequences while limiting…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Hejia Chen , Haoxian Zhang , Shoulong Zhang , Xiaoqiang Liu , Sisi Zhuang , Yuan Zhang , Pengfei Wan , Di Zhang , Shuai Li

Speech-Preserving Facial Expression Manipulation (SPFEM) is an innovative technique aimed at altering facial expressions in images and videos while retaining the original mouth movements. Despite advancements, SPFEM still struggles with…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Zhenxuan Lu , Zhihua Xu , Zhijing Yang , Feng Gao , Yongyi Lu , Keze Wang , Tianshui Chen

Recently, Large Language Models (LLMs) and Multimodal Large Language Models (MLLMs) have shown promise in instruction following and 2D image understanding. While these models are powerful, they have not yet been developed to comprehend the…

计算机视觉与模式识别 · 计算机科学 2023-12-22 Senqiao Yang , Jiaming Liu , Ray Zhang , Mingjie Pan , Zoey Guo , Xiaoqi Li , Zehui Chen , Peng Gao , Yandong Guo , Shanghang Zhang

This research aims to make metaverse characters more realistic by adding lip animations learnt from videos in the wild. To achieve this, our approach is to extend Tacotron 2 text-to-speech synthesizer to generate lip movements together with…

计算机视觉与模式识别 · 计算机科学 2022-10-03 Qiao Han , Jun Zhao , Kwok-Yan Lam

Medical image analysis is essential to clinical diagnosis and treatment, which is increasingly supported by multi-modal large language models (MLLMs). However, previous research has primarily focused on 2D medical images, leaving 3D images…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Fan Bai , Yuxin Du , Tiejun Huang , Max Q. -H. Meng , Bo Zhao

Lip segmentation plays a crucial role in various domains, such as lip synchronization, lipreading, and diagnostics. However, the effectiveness of supervised lip segmentation is constrained by the availability of lip contour in the training…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Hanie Moghaddasi , Christina Chambers , Sarah N. Mattson , Jeffrey R. Wozniak , Claire D. Coles , Raja Mukherjee , Michael Suttie

Edge devices operate in constrained and varying resource settings, requiring dynamic architectures that can adapt to limitations of the available resources. To meet such demands, layer dropping ($\mathcal{LD}$) approach is typically used to…

声音 · 计算机科学 2026-01-28 Abdul Hannan , Daniele Falavigna , Shah Nawaz , Mubashir Noman , Markus Schedl , Alessio Brutti

Visual cues, like lip motion, have been shown to improve the performance of Automatic Speech Recognition (ASR) systems in noisy environments. We propose LipGER (Lip Motion aided Generative Error Correction), a novel framework for leveraging…

音频与语音处理 · 电气工程与系统科学 2024-06-10 Sreyan Ghosh , Sonal Kumar , Ashish Seth , Purva Chiniya , Utkarsh Tyagi , Ramani Duraiswami , Dinesh Manocha

This paper presents a novel deep learning architecture for word-level lipreading. Previous works suggest a potential for incorporating a pretrained deep 3D Convolutional Neural Networks as a front-end feature extractor. We introduce a…

计算机视觉与模式识别 · 计算机科学 2020-05-25 Peratham Wiriyathammabhum

Speech sounds of spoken language are obtained by varying configuration of the articulators surrounding the vocal tract. They contain abundant information that can be utilized to better understand the underlying mechanism of human speech…

图像与视频处理 · 电气工程与系统科学 2021-06-17 Laxmi Pandey , Ahmed Sabbir Arif