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The HuggingFace Datasets Hub hosts thousands of datasets, offering exciting opportunities for language model training and evaluation. However, datasets for a specific task type often have different schemas, making harmonization challenging.…

Computation and Language · Computer Science 2023-05-17 Damien Sileo

This paper introduces a new video-and-language dataset with human actions for multimodal logical inference, which focuses on intentional and aspectual expressions that describe dynamic human actions. The dataset consists of 200 videos,…

Computer Vision and Pattern Recognition · Computer Science 2021-06-29 Riko Suzuki , Hitomi Yanaka , Koji Mineshima , Daisuke Bekki

Both images and music can convey rich semantics and are widely used to induce specific emotions. Matching images and music with similar emotions might help to make emotion perceptions more vivid and stronger. Existing emotion-based image…

Computer Vision and Pattern Recognition · Computer Science 2020-09-14 Sicheng Zhao , Yaxian Li , Xingxu Yao , Weizhi Nie , Pengfei Xu , Jufeng Yang , Kurt Keutzer

Recent advances in model architectures, compute, and data scale have driven rapid progress in video generation, producing increasingly realistic content. Yet, no prior method systematically measures how faithfully these systems render human…

Computer Vision and Pattern Recognition · Computer Science 2026-04-23 Yusu Fang , Tiange Xiang , Tian Tan , Narayan Schuetz , Scott Delp , Li Fei-Fei , Ehsan Adeli

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

Many high-level procedural tasks can be decomposed into sequences of instructions that vary in their order and choice of tools. In the cooking domain, the web offers many partially-overlapping text and video recipes (i.e. procedures) that…

Computation and Language · Computer Science 2020-05-20 Angela S. Lin , Sudha Rao , Asli Celikyilmaz , Elnaz Nouri , Chris Brockett , Debadeepta Dey , Bill Dolan

In this paper we introduce a new dataset for 360-degree video summarization: the transformation of 360-degree video content to concise 2D-video summaries that can be consumed via traditional devices, such as TV sets and smartphones. The…

Computer Vision and Pattern Recognition · Computer Science 2024-06-06 Ioannis Kontostathis , Evlampios Apostolidis , Vasileios Mezaris

Music-driven 3D dance generation offers significant creative potential, yet practical applications demand versatile and multimodal control. As the highly dynamic and complex human motion covering various styles and genres, dance generation…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Jinlu Zhang , Zixi Kang , Libin Liu , Jianlong Chang , Qi Tian , Feng Gao , Yizhou Wang

The advancement of computer vision and machine learning has made datasets a crucial element for further research and applications. However, the creation and development of robots with advanced recognition capabilities are hindered by the…

Computer Vision and Pattern Recognition · Computer Science 2023-04-24 Zhengcheng Shen , Yi Gao , Linh Kästner , Jens Lambrecht

In the Western music tradition, chords are the main constituent components of harmony, a fundamental dimension of music. Despite its relevance for several Music Information Retrieval (MIR) tasks, chord-annotated audio datasets are limited…

Sound · Computer Science 2024-08-02 Andrea Poltronieri , Valentina Presutti , Martín Rocamora

Assembly101 is a new procedural activity dataset featuring 4321 videos of people assembling and disassembling 101 "take-apart" toy vehicles. Participants work without fixed instructions, and the sequences feature rich and natural variations…

Computer Vision and Pattern Recognition · Computer Science 2022-05-03 Fadime Sener , Dibyadip Chatterjee , Daniel Shelepov , Kun He , Dipika Singhania , Robert Wang , Angela Yao

Video-text retrieval is an important yet challenging task in vision-language understanding, which aims to learn a joint embedding space where related video and text instances are close to each other. Most current works simply measure the…

Computer Vision and Pattern Recognition · Computer Science 2021-08-02 Peng Wu , Xiangteng He , Mingqian Tang , Yiliang Lv , Jing Liu

Controllable video synthesis is a central challenge in computer vision, yet current models struggle with fine grained control beyond textual prompts, particularly for cinematic attributes like camera trajectory and genre. Existing datasets…

Computer Vision and Pattern Recognition · Computer Science 2025-12-16 Zahra Dehghanian , Morteza Abolghasemi , Hamid Beigy , Hamid R. Rabiee

In this paper, we present a new dataset of music performance videos which can be used for training machine learning methods for multiple tasks such as audio-visual blind source separation and localization, cross-modal correspondences,…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-10 Juan F. Montesinos , Olga Slizovskaia , Gloria Haro

Existing datasets for audio understanding primarily focus on single-turn interactions (i.e. audio captioning, audio question answering) for describing audio in natural language, thus limiting understanding audio via interactive dialogue. To…

Computation and Language · Computer Science 2024-04-12 Arushi Goel , Zhifeng Kong , Rafael Valle , Bryan Catanzaro

Recent advances in text-to-video generation have produced increasingly realistic and diverse content, yet evaluating such videos remains a fundamental challenge due to their multi-faceted nature encompassing visual quality, semantic…

The convergence of 3D geometric perception and video synthesis has created an unprecedented demand for large-scale video data that is rich in both semantic and spatio-temporal information. While existing datasets have advanced either 3D…

Computer Vision and Pattern Recognition · Computer Science 2026-04-28 Yunnan Wang , Kecheng Zheng , Jianyuan Wang , Minghao Chen , David Novotny , Christian Rupprecht , Yinghao Xu , Xing Zhu , Wenjun Zeng , Xin Jin , Yujun Shen

We present a framework for learning to generate background music from video inputs. Unlike existing works that rely on symbolic musical annotations, which are limited in quantity and diversity, our method leverages large-scale web videos…

Multimedia · Computer Science 2024-09-12 Yan-Bo Lin , Yu Tian , Linjie Yang , Gedas Bertasius , Heng Wang

The advancement of Multimodal Large Language Models (MLLMs) has enabled significant progress in multimodal understanding, expanding their capacity to analyze video content. However, existing evaluation benchmarks for MLLMs primarily focus…

Computer Vision and Pattern Recognition · Computer Science 2025-11-26 Yolo Y. Tang , Junjia Guo , Hang Hua , Susan Liang , Mingqian Feng , Xinyang Li , Rui Mao , Chao Huang , Jing Bi , Zeliang Zhang , Pooyan Fazli , Chenliang Xu

Neural models are one of the most popular approaches for music generation, yet there aren't standard large datasets tailored for learning music directly from game data. To address this research gap, we introduce a novel dataset named…

Sound · Computer Science 2024-04-09 Igor Cardoso , Rubens O. Moraes , Lucas N. Ferreira