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Vision-language models trained on large-scale multimodal datasets show strong demographic biases, but the role of training data in producing these biases remains unclear. A major barrier has been the lack of demographic annotations in…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Leander Girrbach , Stephan Alaniz , Genevieve Smith , Trevor Darrell , Zeynep Akata

Video captioning automatically generates short descriptions of the video content, usually in form of a single sentence. Many methods have been proposed for solving this task. A large dataset called MSR Video to Text (MSR-VTT) is often used…

Computer Vision and Pattern Recognition · Computer Science 2024-02-27 Haoran Chen , Jianmin Li , Simone Frintrop , Xiaolin Hu

Most natural videos contain numerous events. For example, in a video of a "man playing a piano", the video might also contain "another man dancing" or "a crowd clapping". We introduce the task of dense-captioning events, which involves both…

Computer Vision and Pattern Recognition · Computer Science 2017-05-03 Ranjay Krishna , Kenji Hata , Frederic Ren , Li Fei-Fei , Juan Carlos Niebles

In this paper, we discuss the development of a multilingual dataset annotated with a hierarchical, fine-grained tagset marking different types of aggression and the "context" in which they occur. The context, here, is defined by the…

Computation and Language · Computer Science 2021-11-23 Ritesh Kumar , Enakshi Nandi , Laishram Niranjana Devi , Shyam Ratan , Siddharth Singh , Akash Bhagat , Yogesh Dawer

Recognizing human non-speech vocalizations is an important task and has broad applications such as automatic sound transcription and health condition monitoring. However, existing datasets have a relatively small number of vocal sound…

Sound · Computer Science 2022-06-22 Yuan Gong , Jin Yu , James Glass

With the rapid adoption of multimodal large language models (MLLMs) across diverse applications, there is a pressing need for task-centered, high-quality training data. A key limitation of current training datasets is their reliance on…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Xiaoyu Lin , Aniket Ghorpade , Hansheng Zhu , Justin Qiu , Dea Rrozhani , Monica Lama , Mick Yang , Zixuan Bian , Ruohan Ren , Alan B. Hong , Jiatao Gu , Chris Callison-Burch

Machine learning approaches often require training and evaluation datasets with a clear separation between positive and negative examples. This risks simplifying and even obscuring the inherent subjectivity present in many tasks. Preserving…

Human-Computer Interaction · Computer Science 2023-06-21 Lora Aroyo , Alex S. Taylor , Mark Diaz , Christopher M. Homan , Alicia Parrish , Greg Serapio-Garcia , Vinodkumar Prabhakaran , Ding Wang

Modeling empathy is a complex endeavor that is rooted in interpersonal and experiential dimensions of human interaction, and remains an open problem within AI. Existing empathy datasets fall short in capturing the richness of empathy…

Computation and Language · Computer Science 2024-05-27 Jocelyn Shen , Yubin Kim , Mohit Hulse , Wazeer Zulfikar , Sharifa Alghowinem , Cynthia Breazeal , Hae Won Park

In the domain of video surveillance, describing the behavior of each individual within the video is becoming increasingly essential, especially in complex scenarios with multiple individuals present. This is because describing each…

Computer Vision and Pattern Recognition · Computer Science 2023-10-05 Lingru Zhou , Yiqi Gao , Manqing Zhang , Peng Wu , Peng Wang , Yanning Zhang

Increasing amount of research has shed light on machine perception of audio events, most of which concerns detection and classification tasks. However, human-like perception of audio scenes involves not only detecting and classifying audio…

Sound · Computer Science 2020-05-11 Mengyue Wu , Heinrich Dinkel , Kai Yu

In this paper, we present a novel dataset captured using a VR headset to record conversations between participants within a physics simulator (AI2-THOR). Our primary objective is to extend the field of co-speech gesture generation by…

Computer Vision and Pattern Recognition · Computer Science 2024-10-02 Anna Deichler , Jim O'Regan , Jonas Beskow

Recent progress in face detection (including keypoint detection), and recognition is mainly being driven by (i) deeper convolutional neural network architectures, and (ii) larger datasets. However, most of the large datasets are maintained…

Computer Vision and Pattern Recognition · Computer Science 2017-05-23 Ankan Bansal , Anirudh Nanduri , Carlos Castillo , Rajeev Ranjan , Rama Chellappa

Existing conversational datasets consist either of written proxies for dialog or small-scale transcriptions of natural speech. We introduce 'Interview': a large-scale (105K conversations) media dialog dataset collected from news interview…

Computation and Language · Computer Science 2020-04-08 Bodhisattwa Prasad Majumder , Shuyang Li , Jianmo Ni , Julian McAuley

We introduce Look and Tell, a multimodal dataset for studying referential communication across egocentric and exocentric perspectives. Using Meta Project Aria smart glasses and stationary cameras, we recorded synchronized gaze, speech, and…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Anna Deichler , Jonas Beskow

Active speaker detection is an important component in video analysis algorithms for applications such as speaker diarization, video re-targeting for meetings, speech enhancement, and human-robot interaction. The absence of a large,…

Humans are arguably one of the most important subjects in video streams, many real-world applications such as video summarization or video editing workflows often require the automatic search and retrieval of a person of interest. Despite…

Computer Vision and Pattern Recognition · Computer Science 2021-06-04 Juan Leon Alcazar , Long Mai , Federico Perazzi , Joon-Young Lee , Pablo Arbelaez , Bernard Ghanem , Fabian Caba Heilbron

Surveillance videos are an essential component of daily life with various critical applications, particularly in public security. However, current surveillance video tasks mainly focus on classifying and localizing anomalous events.…

Computer Vision and Pattern Recognition · Computer Science 2023-12-05 Tongtong Yuan , Xuange Zhang , Kun Liu , Bo Liu , Chen Chen , Jian Jin , Zhenzhen Jiao

The objective of this paper is speaker recognition under noisy and unconstrained conditions. We make two key contributions. First, we introduce a very large-scale audio-visual speaker recognition dataset collected from open-source media.…

Sound · Computer Science 2020-11-05 Joon Son Chung , Arsha Nagrani , Andrew Zisserman

This paper describes a novel dataset consisting of sentences with semantic similarity annotations. The data originate from the journalistic domain in the Czech language. We describe the process of collecting and annotating the data in…

Computation and Language · Computer Science 2022-01-24 Jakub Sido , Michal Seják , Ondřej Pražák , Miloslav Konopík , Václav Moravec

We introduce Replay, a collection of multi-view, multi-modal videos of humans interacting socially. Each scene is filmed in high production quality, from different viewpoints with several static cameras, as well as wearable action cameras,…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Roman Shapovalov , Yanir Kleiman , Ignacio Rocco , David Novotny , Andrea Vedaldi , Changan Chen , Filippos Kokkinos , Ben Graham , Natalia Neverova