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Audio to Video generation is an interesting problem that has numerous applications across industry verticals including film making, multi-media, marketing, education and others. High-quality video generation with expressive facial movements…

计算机视觉与模式识别 · 计算机科学 2020-12-16 Neeraj Kumar , Srishti Goel , Ankur Narang , Mujtaba Hasan

We introduce AudioScopeV2, a state-of-the-art universal audio-visual on-screen sound separation system which is capable of learning to separate sounds and associate them with on-screen objects by looking at in-the-wild videos. We identify…

声音 · 计算机科学 2022-07-22 Efthymios Tzinis , Scott Wisdom , Tal Remez , John R. Hershey

In recent years, with the realistic generation results and a wide range of personalized applications, diffusion-based generative models gain huge attention in both visual and audio generation areas. Compared to the considerable advancements…

计算机视觉与模式识别 · 计算机科学 2024-05-27 Shiqi Yang , Zhi Zhong , Mengjie Zhao , Shusuke Takahashi , Masato Ishii , Takashi Shibuya , Yuki Mitsufuji

Recently, image-to-video (I2V) diffusion models have demonstrated impressive scene understanding and generative quality, incorporating image conditions to guide generation. However, these models primarily animate static images without…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Luis Denninger , Sina Mokhtarzadeh Azar , Juergen Gall

For immersive applications, the generation of binaural sound that matches its visual counterpart is crucial to bring meaningful experiences to people in a virtual environment. Recent studies have shown the possibility of using neural…

声音 · 计算机科学 2023-05-22 Francesc Lluís , Vasileios Chatziioannou , Alex Hofmann

The growing demand for high-fidelity video generation from textual descriptions has catalyzed significant research in this field. In this work, we introduce MagicVideo-V2 that integrates the text-to-image model, video motion generator,…

计算机视觉与模式识别 · 计算机科学 2024-01-10 Weimin Wang , Jiawei Liu , Zhijie Lin , Jiangqiao Yan , Shuo Chen , Chetwin Low , Tuyen Hoang , Jie Wu , Jun Hao Liew , Hanshu Yan , Daquan Zhou , Jiashi Feng

Humans can intuitively infer sounds from silent videos, but whether multimodal large language models can perform modal-mismatch reasoning without accessing target modalities remains relatively unexplored. Current…

多媒体 · 计算机科学 2025-05-29 Yong Ren , Chenxing Li , Le Xu , Hao Gu , Duzhen Zhang , Yujie Chen , Manjie Xu , Ruibo Fu , Shan Yang , Dong Yu

Generating conversational gestures from speech audio is challenging due to the inherent one-to-many mapping between audio and body motions. Conventional CNNs/RNNs assume one-to-one mapping, and thus tend to predict the average of all…

计算机视觉与模式识别 · 计算机科学 2021-08-17 Jing Li , Di Kang , Wenjie Pei , Xuefei Zhe , Ying Zhang , Zhenyu He , Linchao Bao

We study the problem of video-to-video synthesis, whose goal is to learn a mapping function from an input source video (e.g., a sequence of semantic segmentation masks) to an output photorealistic video that precisely depicts the content of…

计算机视觉与模式识别 · 计算机科学 2018-12-04 Ting-Chun Wang , Ming-Yu Liu , Jun-Yan Zhu , Guilin Liu , Andrew Tao , Jan Kautz , Bryan Catanzaro

In this paper, we consider a novel and practical case for talking face video generation. Specifically, we focus on the scenarios involving multi-people interactions, where the talking context, such as audience or surroundings, is present.…

计算机视觉与模式识别 · 计算机科学 2024-02-29 Meidai Xuanyuan , Yuwang Wang , Honglei Guo , Qionghai Dai

Recent text-to-image generation methods provide a simple yet exciting conversion capability between text and image domains. While these methods have incrementally improved the generated image fidelity and text relevancy, several pivotal…

计算机视觉与模式识别 · 计算机科学 2022-03-25 Oran Gafni , Adam Polyak , Oron Ashual , Shelly Sheynin , Devi Parikh , Yaniv Taigman

Despite the impressive progress of multimodal generative models, video-to-audio generation still suffers from limited performance and limits the flexibility to prioritize sound synthesis for specific objects within the scene. Conversely,…

计算机视觉与模式识别 · 计算机科学 2024-12-30 Yujin Jeong , Yunji Kim , Sanghyuk Chun , Jiyoung Lee

We present \textsc{Vx2Text}, a framework for text generation from multimodal inputs consisting of video plus text, speech, or audio. In order to leverage transformer networks, which have been shown to be effective at modeling language, each…

计算机视觉与模式识别 · 计算机科学 2021-02-02 Xudong Lin , Gedas Bertasius , Jue Wang , Shih-Fu Chang , Devi Parikh , Lorenzo Torresani

Generating semantically and temporally aligned audio content in accordance with video input has become a focal point for researchers, particularly following the remarkable breakthrough in text-to-video generation. In this work, we aim to…

声音 · 计算机科学 2025-03-12 Manjie Xu , Chenxing Li , Xinyi Tu , Yong Ren , Rilin Chen , Yu Gu , Wei Liang , Dong Yu

Generative models have shown significant achievements in audio generation tasks. However, existing models struggle with complex and detailed prompts, leading to potential performance degradation. We hypothesize that this problem stems from…

AI video generation has lowered barriers to video creation, but current tools still struggle with inconsistency. Filmmakers often find that clips fail to match characters and backgrounds, making it difficult to build coherent sequences. A…

人机交互 · 计算机科学 2025-12-22 Hye-Young Jo , Mose Sakashita , Aditi Mishra , Ryo Suzuki , Koichiro Niinuma , Aakar Gupta

Current scene perception tools for Blind and Low Vision (BLV) individuals rely on spoken descriptions but lack engaging representations of visually pleasing distant environmental landscapes (Vista spaces). Our proposed Scene2Audio framework…

人机交互 · 计算机科学 2026-03-31 Chitralekha Gupta , Jing Peng , Ashwin Ram , Shreyas Sridhar , Christophe Jouffrais , Suranga Nanayakkara

Text-to-Audio-Video (T2AV) generation is rapidly becoming a core interface for media creation, yet its evaluation remains fragmented. Existing benchmarks largely assess audio and video in isolation or rely on coarse embedding similarity,…

计算机视觉与模式识别 · 计算机科学 2026-04-10 Ziwei Zhou , Zeyuan Lai , Rui Wang , Yifan Yang , Zhen Xing , Yuqing Yang , Qi Dai , Lili Qiu , Chong Luo

We introduce a novel pipeline for joint audio-visual editing that enhances the coherence between edited video and its accompanying audio. Our approach first applies state-of-the-art video editing techniques to produce the target video, then…

多媒体 · 计算机科学 2026-03-18 Masato Ishii , Akio Hayakawa , Takashi Shibuya , Yuki Mitsufuji

Recently, with the advancement of AIGC, deep learning-based video-to-audio (V2A) technology has garnered significant attention. However, existing research mostly focuses on mono audio generation that lacks spatial perception, while the…

声音 · 计算机科学 2025-08-22 Lei Zhao , Rujin Chen , Chi Zhang , Xiao-Lei Zhang , Xuelong Li