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While Multimodal Large Language Models (MLLMs) excel at visual understanding, they often struggle in complex scenarios that require visual planning and imagination. Inspired by how humans use sketching as a form of visual thinking to…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Huanyu Zhang , Wenshan Wu , Chengzu Li , Ning Shang , Yan Xia , Yangyu Huang , Yifan Zhang , Li Dong , Zhang Zhang , Liang Wang , Tieniu Tan , Furu Wei

Conversation agents fueled by Large Language Models (LLMs) are providing a new way to interact with visual data. While there have been initial attempts for image-based conversation models, this work addresses the under-explored field of…

Computer Vision and Pattern Recognition · Computer Science 2024-06-11 Muhammad Maaz , Hanoona Rasheed , Salman Khan , Fahad Shahbaz Khan

We present Sketch2Sound, a generative audio model capable of creating high-quality sounds from a set of interpretable time-varying control signals: loudness, brightness, and pitch, as well as text prompts. Sketch2Sound can synthesize…

Sound · Computer Science 2025-04-15 Hugo Flores García , Oriol Nieto , Justin Salamon , Bryan Pardo , Prem Seetharaman

Stylized motion generation is actively studied in computer graphics, especially benefiting from the rapid advances in diffusion models. The goal of this task is to produce a novel motion respecting both the motion content and the desired…

Graphics · Computer Science 2026-01-27 Lei Zhong , Yi Yang , Changjian Li

Deep Learning models have shown very promising results in automatically composing polyphonic music pieces. However, it is very hard to control such models in order to guide the compositions towards a desired goal. We are interested in…

Machine Learning · Computer Science 2021-03-11 Lucas N. Ferreira , Jim Whitehead

Video generation has achieved remarkable progress in visual fidelity and controllability, enabling conditioning on text, layout, or motion. Among these, motion control - specifying object dynamics and camera trajectories - is essential for…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Muhammed Burak Kizil , Enes Sanli , Niloy J. Mitra , Erkut Erdem , Aykut Erdem , Duygu Ceylan

In addition to traditional tasks such as prediction, classification and translation, deep learning is receiving growing attention as an approach for music generation, as witnessed by recent research groups such as Magenta at Google and CTRL…

Sound · Computer Science 2018-11-13 Jean-Pierre Briot , François Pachet

Drone swarm performances -- synchronized, expressive aerial displays set to music -- have emerged as a captivating application of modern robotics. Yet designing smooth, safe choreographies remains a complex task requiring expert knowledge.…

This study presents a novel method for generating music visualisers using diffusion models, combining audio input with user-selected artwork. The process involves two main stages: image generation and video creation. First, music captioning…

Multimedia · Computer Science 2024-12-10 Leonardo Pina , Yongmin Li

Music is an integral part of human culture, embodying human intelligence and creativity, of which songs compose an essential part. While various aspects of song generation have been explored by previous works, such as singing voice, vocal…

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

TypeShift is a tool for visualizing linguistic patterns in the timing of typing production. Language production is a complex process which draws on linguistic, cognitive and motor skills. By visualizing holistic trends in the typing…

Computation and Language · Computer Science 2021-03-09 Adam Goodkind

Lipreading has a lot of potential applications such as in the domain of surveillance and video conferencing. Despite this, most of the work in building lipreading systems has been limited to classifying silent videos into classes…

Audio and Speech Processing · Electrical Eng. & Systems 2019-07-03 Yaman Kumar , Rohit Jain , Khwaja Mohd. Salik , Rajiv Ratn Shah , Yifang yin , Roger Zimmermann

Participation in music activities has many benefits, but often requires music theory knowledge and aural skills, which can be challenging for beginners. To help them engage more easily, it's crucial to adopt teaching strategies that lower…

Human-Computer Interaction · Computer Science 2024-10-22 Jiaxing Yu , Tieyao Zhang , Songruoyao Wu , Xinda Wu , Tingxiao Wu , Yanjun Chen , Kejun Zhang

The recent success in StyleGAN demonstrates that pre-trained StyleGAN latent space is useful for realistic video generation. However, the generated motion in the video is usually not semantically meaningful due to the difficulty of…

Computer Vision and Pattern Recognition · Computer Science 2022-10-24 Seung Hyun Lee , Gyeongrok Oh , Wonmin Byeon , Chanyoung Kim , Won Jeong Ryoo , Sang Ho Yoon , Hyunjun Cho , Jihyun Bae , Jinkyu Kim , Sangpil Kim

Generating music is an interesting and challenging problem in the field of machine learning. Mimicking human creativity has been popular in recent years, especially in the field of computer vision and image processing. With the advent of…

Sound · Computer Science 2020-11-03 Ashish Ranjan , Varun Nagesh Jolly Behera , Motahar Reza

In this paper we propose a deep learning method for performing attributed-based music-to-image translation. The proposed method is applied for synthesizing visual stories according to the sentiment expressed by songs. The generated images…

Computer Vision and Pattern Recognition · Computer Science 2019-12-13 Nikolaos Passalis , Stavros Doropoulos

We present a novel task and dataset for evaluating the ability of vision and language models to conduct visio-linguistic compositional reasoning, which we call Winoground. Given two images and two captions, the goal is to match them…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Tristan Thrush , Ryan Jiang , Max Bartolo , Amanpreet Singh , Adina Williams , Douwe Kiela , Candace Ross

Multimodal music generation aims to produce music from diverse input modalities, including text, videos, and images. Existing methods use a common embedding space for multimodal fusion. Despite their effectiveness in other modalities, their…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Baisen Wang , Le Zhuo , Zhaokai Wang , Chenxi Bao , Wu Chengjing , Xuecheng Nie , Jiao Dai , Jizhong Han , Yue Liao , Si Liu

Music is essential when editing videos, but selecting music manually is difficult and time-consuming. Thus, we seek to automatically generate background music tracks given video input. This is a challenging task since it requires…

Computer Vision and Pattern Recognition · Computer Science 2023-08-07 Le Zhuo , Zhaokai Wang , Baisen Wang , Yue Liao , Chenxi Bao , Stanley Peng , Songhao Han , Aixi Zhang , Fei Fang , Si Liu
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