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Existing video captioning methods merely provide shallow or simplistic representations of object behaviors, resulting in superficial and ambiguous descriptions. However, object behavior is dynamic and complex. To comprehensively capture the…

计算机视觉与模式识别 · 计算机科学 2025-02-20 Caihua Liu , Xu Li , Wenjing Xue , Wei Tang , Xia Feng

We capitalize on large amounts of unlabeled video in order to learn a model of scene dynamics for both video recognition tasks (e.g. action classification) and video generation tasks (e.g. future prediction). We propose a generative…

计算机视觉与模式识别 · 计算机科学 2016-10-27 Carl Vondrick , Hamed Pirsiavash , Antonio Torralba

Video understanding is a growing field and a subject of intense research, which includes many interesting tasks to understanding both spatial and temporal information, e.g., action detection, action recognition, video captioning, video…

计算机视觉与模式识别 · 计算机科学 2022-12-20 Khoa Vo , Kashu Yamazaki , Phong X. Nguyen , Phat Nguyen , Khoa Luu , Ngan Le

Co-speech gesture generation is crucial for creating lifelike avatars and enhancing human-computer interactions by synchronizing gestures with speech. Despite recent advancements, existing methods struggle with accurately identifying the…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Pinxin Liu , Pengfei Zhang , Hyeongwoo Kim , Pablo Garrido , Ari Shapiro , Kyle Olszewski

Humans can perceive speakers' characteristics (e.g., identity, gender, personality and emotion) by their appearance, which are generally aligned to their voice style. Recently, vision-driven Text-to-speech (TTS) scholars grounded their…

声音 · 计算机科学 2025-04-17 Tian-Hao Zhang , Jiawei Zhang , Jun Wang , Xinyuan Qian , Xu-Cheng Yin

Audio-driven facial animation is essential for immersive digital interaction, yet existing frameworks fail to reconcile real-time streaming with high-fidelity personalization. Current methods often rely on latency-inducing audio look-ahead,…

图形学 · 计算机科学 2026-04-28 Xuangeng Chu , Yu Han , Wei Mao , Shih-En Wei

Current state-of-the-art video quality models, such as VMAF, give excellent prediction results by comparing the degraded video with its reference video. However, they do not consider temporal distortions (e.g., frame freezes or skips) that…

图像与视频处理 · 电气工程与系统科学 2023-03-23 Gabriel Mittag , Babak Naderi , Vishak Gopal , Ross Cutler

We present a method for generating a video of a talking face. The method takes as inputs: (i) still images of the target face, and (ii) an audio speech segment; and outputs a video of the target face lip synched with the audio. The method…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Joon Son Chung , Amir Jamaludin , Andrew Zisserman

Prior work on training generative Visual Dialog models with reinforcement learning(Das et al.) has explored a Qbot-Abot image-guessing game and shown that this 'self-talk' approach can lead to improved performance at the downstream…

机器学习 · 计算机科学 2019-10-04 Vishvak Murahari , Prithvijit Chattopadhyay , Dhruv Batra , Devi Parikh , Abhishek Das

With the advent of large-scale multimodal video datasets, especially sequences with audio or transcribed speech, there has been a growing interest in self-supervised learning of video representations. Most prior work formulates the…

计算机视觉与模式识别 · 计算机科学 2020-09-21 Bruno Korbar , Fabio Petroni , Rohit Girdhar , Lorenzo Torresani

Change Captioning is a task that aims to describe the difference between images with natural language. Most existing methods treat this problem as a difference judgment without the existence of distractors, such as viewpoint changes.…

计算机视觉与模式识别 · 计算机科学 2020-10-01 Xiangxi Shi , Xu Yang , Jiuxiang Gu , Shafiq Joty , Jianfei Cai

Appropriate gestures can enhance message delivery and audience engagement in both daily communication and public presentations. In this paper, we contribute a visual analytic approach that assists professional public speaking coaches in…

人机交互 · 计算机科学 2022-04-26 Haipeng Zeng , Xingbo Wang , Yong Wang , Aoyu Wu , Ting Chuen Pong , Huamin Qu

We introduce a novel self-supervised pretext task for learning representations from audio-visual content. Prior work on audio-visual representation learning leverages correspondences at the video level. Approaches based on audio-visual…

计算机视觉与模式识别 · 计算机科学 2020-11-04 Pedro Morgado , Yi Li , Nuno Vasconcelos

What would be the effect of locally poking a static scene? We present an approach that learns naturally-looking global articulations caused by a local manipulation at a pixel level. Training requires only videos of moving objects but no…

计算机视觉与模式识别 · 计算机科学 2021-06-22 Andreas Blattmann , Timo Milbich , Michael Dorkenwald , Björn Ommer

Emotional expressions are the behaviors that communicate our emotional state or attitude to others. They are expressed through verbal and non-verbal communication. Complex human behavior can be understood by studying physical features from…

计算机视觉与模式识别 · 计算机科学 2021-09-15 Liam Schoneveld , Alice Othmani , Hazem Abdelkawy

Visual-based human action recognition can be found in various application fields, e.g., surveillance systems, sports analytics, medical assistive technologies, or human-robot interaction frameworks, and it concerns the identification and…

计算机视觉与模式识别 · 计算机科学 2024-12-23 Antonios Gasteratos , Stavros N. Moutsis , Konstantinos A. Tsintotas , Yiannis Aloimonos

The capacity to create realistic virtual humans has progressed significantly, and such characters can be found in many applications across entertainment, education and health. As an essential element of interactive virtual humans,…

图形学 · 计算机科学 2026-05-12 Haoyang Du , Yinghan Xu , John Dingliana , Brian Keegan , Rachel McDonnell , Cathy Ennis

We propose a neural talking-head video synthesis model and demonstrate its application to video conferencing. Our model learns to synthesize a talking-head video using a source image containing the target person's appearance and a driving…

计算机视觉与模式识别 · 计算机科学 2021-04-06 Ting-Chun Wang , Arun Mallya , Ming-Yu Liu

Multi-modal dialog modeling is of growing interest. In this work, we propose frameworks to resolve a specific case of multi-modal dialog generation that better mimics multi-modal dialog generation in the real world, where each dialog turn…

计算与语言 · 计算机科学 2021-06-01 Shuhe Wang , Yuxian Meng , Xiaofei Sun , Fei Wu , Rongbin Ouyang , Rui Yan , Tianwei Zhang , Jiwei Li

Speech-driven facial animation is the process that automatically synthesizes talking characters based on speech signals. The majority of work in this domain creates a mapping from audio features to visual features. This approach often…

计算机视觉与模式识别 · 计算机科学 2019-06-18 Konstantinos Vougioukas , Stavros Petridis , Maja Pantic
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