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相关论文: V2M-Zero: Zero-Pair Time-Aligned Video-to-Music Ge…

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A fitting soundtrack can help a video better convey its content and provide a better immersive experience. This paper introduces a novel approach utilizing self-supervised learning and contrastive learning to automatically recommend audio…

多媒体 · 计算机科学 2025-03-10 Shimiao Liu , Alexander Lerch

Recent years have seen many audio-domain text-to-music generation models that rely on large amounts of text-audio pairs for training. However, symbolic-domain controllable music generation has lagged behind partly due to the lack of a…

声音 · 计算机科学 2025-06-17 Weihan Xu , Julian McAuley , Taylor Berg-Kirkpatrick , Shlomo Dubnov , Hao-Wen Dong

Artificial Intelligence and generative models have revolutionized music creation, with many models leveraging textual or visual prompts for guidance. However, existing image-to-music models are limited to simple images, lacking the…

多媒体 · 计算机科学 2025-07-31 Ivan Rinaldi , Nicola Fanelli , Giovanna Castellano , Gennaro Vessio

Generating combined visual and auditory sensory experiences is critical for the consumption of immersive content. Recent advances in neural generative models have enabled the creation of high-resolution content across multiple modalities…

计算机视觉与模式识别 · 计算机科学 2025-07-08 Rishit Dagli , Shivesh Prakash , Robert Wu , Houman Khosravani

Despite advancements in Text-to-Video (T2V) generation, producing videos with realistic motion remains challenging. Current models often yield static or minimally dynamic outputs, failing to capture complex motions described by text. This…

计算机视觉与模式识别 · 计算机科学 2024-11-01 Penghui Ruan , Pichao Wang , Divya Saxena , Jiannong Cao , Yuhui Shi

This study focuses on a challenging yet promising task, Text-to-Sounding-Video (T2SV) generation, which aims to generate a video with synchronized audio from text conditions, meanwhile ensuring both modalities are aligned with text. Despite…

计算机视觉与模式识别 · 计算机科学 2025-10-06 Kaisi Guan , Xihua Wang , Zhengfeng Lai , Xin Cheng , Peng Zhang , XiaoJiang Liu , Ruihua Song , Meng Cao

Generative models have demonstrated remarkable capability in synthesizing high-quality text, images, and videos. For video generation, contemporary text-to-video models exhibit impressive capabilities, crafting visually stunning videos.…

Human video generation is becoming an increasingly important task with broad applications in graphics, entertainment, and embodied AI. Despite the rapid progress of video diffusion models (VDMs), their use for general-purpose human video…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Hyelin Nam , Hyojun Go , Byeongjun Park , Byung-Hoon Kim , Hyungjin Chung

Text-to-Audio-Video (T2AV) generation aims to synthesize temporally coherent video and semantically synchronized audio from natural language, yet its evaluation remains fragmented, often relying on unimodal metrics or narrowly scoped…

计算机视觉与模式识别 · 计算机科学 2025-12-25 Zhe Cao , Tao Wang , Jiaming Wang , Yanghai Wang , Yuanxing Zhang , Jialu Chen , Miao Deng , Jiahao Wang , Yubin Guo , Chenxi Liao , Yize Zhang , Zhaoxiang Zhang , Jiaheng Liu

The rapid proliferation of online video content necessitates effective video summarization techniques. Traditional methods, often relying on a single modality (typically visual), struggle to capture the full semantic richness of videos.…

计算机视觉与模式识别 · 计算机科学 2025-06-13 Shuo wang , Jihao Zhang

Music-to-dance generation aims to synthesize human dance motion conditioned on musical input. Despite recent progress, significant challenges remain due to the semantic gap between music and dance motion, as music offers only abstract cues,…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Qing Wang , Xiaohang Yang , Yilan Dong , Naveen Raj Govindaraj , Gregory Slabaugh , Shanxin Yuan

While recent video-to-audio (V2A) models can generate realistic background audio from visual input, they largely overlook speech, an essential part of many video soundtracks. This paper proposes a new task, video-to-soundtrack (V2ST)…

多媒体 · 计算机科学 2025-07-15 Wenjie Tian , Xinfa Zhu , Haohe Liu , Zhixian Zhao , Zihao Chen , Chaofan Ding , Xinhan Di , Junjie Zheng , Lei Xie

Video-to-audio generation is essential for synthesizing realistic audio tracks that synchronize effectively with silent videos. Following the perspective of extracting essential signals from videos that can precisely control the mature…

声音 · 计算机科学 2025-03-11 Juncheng Wang , Chao Xu , Cheng Yu , Lei Shang , Zhe Hu , Shujun Wang , Liefeng Bo

Recent text-to-video generation approaches rely on computationally heavy training and require large-scale video datasets. In this paper, we introduce a new task of zero-shot text-to-video generation and propose a low-cost approach (without…

计算机视觉与模式识别 · 计算机科学 2023-03-24 Levon Khachatryan , Andranik Movsisyan , Vahram Tadevosyan , Roberto Henschel , Zhangyang Wang , Shant Navasardyan , Humphrey Shi

The quality of video-text pairs fundamentally determines the upper bound of text-to-video models. Currently, the datasets used for training these models suffer from significant shortcomings, including low temporal consistency, poor-quality…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Zhiyu Tan , Xiaomeng Yang , Luozheng Qin , Hao Li

With the rise of AI-generated content (AIGC), generating perceptually natural and feeling-aligned music from multimodal inputs has become a central challenge. Existing approaches often rely on explicit emotion labels that require costly…

声音 · 计算机科学 2025-12-02 Jiaying Hong , Ting Zhu , Thanet Markchom , Huizhi Liang

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

Building artificial intelligence (AI) systems on top of a set of foundation models (FMs) is becoming a new paradigm in AI research. Their representative and generative abilities learnt from vast amounts of data can be easily adapted and…

计算机视觉与模式识别 · 计算机科学 2023-12-15 Heng Wang , Jianbo Ma , Santiago Pascual , Richard Cartwright , Weidong Cai

Joint audio-video generation aims to synthesize temporally synchronized and semantically coherent visual-acoustic content. However, existing open-source methods mainly rely on either dual-tower designs with posterior alignment or fully…

计算机视觉与模式识别 · 计算机科学 2026-05-29 Longbin Ji , Guan Wang , Xuan Wei , Chenye Yang , Xiangrui Liu , Zhenyu Zhang , Shuohuan Wang , Yu Sun , Jingzhou He

Recent progress in text-to-music generation has enabled models to synthesize high-quality musical segments, full compositions, and even respond to fine-grained control signals, e.g. chord progressions. State-of-the-art (SOTA) systems differ…

声音 · 计算机科学 2025-09-05 Or Tal , Felix Kreuk , Yossi Adi