English
Related papers

Related papers: Secure & Personalized Music-to-Video Generation vi…

200 papers

Personal devices (e.g. laptops, tablets, and mobile phones) are conventional in daily life and have the ability to store users' private data. The security problems related to these appliances have become a primary concern for both users and…

Cryptography and Security · Computer Science 2017-03-30 Le Ngu Nguyen , Stephan Sigg

Creating a vivid video from the event or scenario in our imagination is a truly fascinating experience. Recent advancements in text-to-video synthesis have unveiled the potential to achieve this with prompts only. While text is convenient…

Computer Vision and Pattern Recognition · Computer Science 2023-06-02 Jinbo Xing , Menghan Xia , Yuxin Liu , Yuechen Zhang , Yong Zhang , Yingqing He , Hanyuan Liu , Haoxin Chen , Xiaodong Cun , Xintao Wang , Ying Shan , Tien-Tsin Wong

Vision-to-music Generation, including video-to-music and image-to-music tasks, is a significant branch of multimodal artificial intelligence demonstrating vast application prospects in fields such as film scoring, short video creation, and…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Zhaokai Wang , Chenxi Bao , Le Zhuo , Jingrui Han , Yang Yue , Yihong Tang , Victor Shea-Jay Huang , Yue Liao

Given the increasing privacy concerns from identity theft and the re-identification of speakers through content in the speech field, this paper proposes a prompt-based speech generation pipeline that ensures dual anonymization of both…

Sound · Computer Science 2025-07-11 Belinda Soh Hui Hui , Xiaoxiao Miao , Xin Wang

In this work, we investigate the personalization of text-to-music diffusion models in a few-shot setting. Motivated by recent advances in the computer vision domain, we are the first to explore the combination of pre-trained text-to-audio…

Personalized image generative models are highly proficient at synthesizing images from text or a single image, yet they lack explicit control for composing objects from specific parts of multiple source images without user specified masks…

Computer Vision and Pattern Recognition · Computer Science 2025-10-23 Shivam Singh , Yiming Chen , Agneet Chatterjee , Amit Raj , James Hays , Yezhou Yang , Chitta Baral

Different users find different images generated for the same prompt desirable. This gives rise to personalized image generation which involves creating images aligned with an individual's visual preference. Current generative models are,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-25 Sogand Salehi , Mahdi Shafiei , Teresa Yeo , Roman Bachmann , Amir Zamir

We describe the implementation of and early results from a system that automatically composes picture-synched musical soundtracks for videos and movies. We use the phrase "picture-synched" to mean that the structure of the automatically…

Multimedia · Computer Science 2019-10-22 Vansh Dassani , Jon Bird , Dave Cliff

Video generation has witnessed remarkable progress with the advent of deep generative models, particularly diffusion models. While existing methods excel in generating high-quality videos from text prompts or single images, personalized…

Computer Vision and Pattern Recognition · Computer Science 2025-03-14 Yufan Deng , Xun Guo , Yizhi Wang , Jacob Zhiyuan Fang , Angtian Wang , Shenghai Yuan , Yiding Yang , Bo Liu , Haibin Huang , Chongyang Ma

Video-to-music generation presents significant potential in video production, requiring the generated music to be both semantically and rhythmically aligned with the video. Achieving this alignment demands advanced music generation…

Sound · Computer Science 2024-12-10 Sifei Li , Binxin Yang , Chunji Yin , Chong Sun , Yuxin Zhang , Weiming Dong , Chen Li

Character video generation is a significant real-world application focused on producing high-quality videos featuring specific characters. Recent advancements have introduced various control signals to animate static characters,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-22 Zhao Wang , Hao Wen , Lingting Zhu , Chenming Shang , Yujiu Yang , Qi Dou

Creation of images using generative adversarial networks has been widely adapted into multi-modal regime with the advent of multi-modal representation models pre-trained on large corpus. Various modalities sharing a common representation…

Sound · Computer Science 2022-06-10 Yoonjeon Kim , Joel Jang , Sumin Shin

In recent years, generative artificial intelligence has achieved significant advancements in the field of image generation, spawning a variety of applications. However, video generation still faces considerable challenges in various…

Computer Vision and Pattern Recognition · Computer Science 2025-06-30 Yuang Zhang , Jiaxi Gu , Li-Wen Wang , Han Wang , Junqi Cheng , Yuefeng Zhu , Fangyuan Zou

Personalized image generation requires text-to-image generative models that capture the core features of a reference subject to allow for controlled generation across different contexts. Existing methods face challenges due to complex…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Emanuele Aiello , Umberto Michieli , Diego Valsesia , Mete Ozay , Enrico Magli

The growing demand for diverse and high-quality facial datasets for training and testing biometric systems is challenged by privacy regulations, data scarcity, and ethical concerns. Synthetic facial images offer a potential solution, yet…

Computer Vision and Pattern Recognition · Computer Science 2026-01-26 Ananya Kadali , Sunnie Jehan-Morrison , Orasiki Wellington , Barney Evans , Precious Durojaiye , Richard Guest

Generating high-fidelity human video with specified identities has attracted significant attention in the content generation community. However, existing techniques struggle to strike a balance between training efficiency and identity…

Computer Vision and Pattern Recognition · Computer Science 2024-06-26 Xuanhua He , Quande Liu , Shengju Qian , Xin Wang , Tao Hu , Ke Cao , Keyu Yan , Jie Zhang

We devise a cascade GAN approach to generate talking face video, which is robust to different face shapes, view angles, facial characteristics, and noisy audio conditions. Instead of learning a direct mapping from audio to video frames, we…

Computer Vision and Pattern Recognition · Computer Science 2019-05-13 Lele Chen , Ross K. Maddox , Zhiyao Duan , Chenliang Xu

Massive amounts of video data are ubiquitously generated in personal devices and dedicated video recording facilities. Analyzing such data would be extremely beneficial in real world (e.g., urban traffic analysis, pedestrian behavior…

Cryptography and Security · Computer Science 2019-09-23 Han Wang , Shangyu Xie , Yuan Hong

This work introduces a new task, text-conditioned selective video-to-audio (V2A) generation, which produces only the user-intended sound from a multi-object video. This capability is especially crucial in multimedia production, where audio…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Junwon Lee , Juhan Nam , Jiyoung Lee

Recent advances in image, video, text and audio generative techniques, and their use by the general public, are leading to new forms of content generation. Usually, each modality was approached separately, which poses limitations. The…

Audio and Speech Processing · Electrical Eng. & Systems 2024-02-05 María Sánchez , Laura Fernández , Julián Arias , Mateo Cámara , Giulia Comini , Adam Gabrys , José Luis Blanco , Juan Ignacio Godino , Luis Alfonso Hernández