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A large body of research in machine learning is concerned with supervised learning from examples. The examples are typically represented as vectors in a multi-dimensional feature space (also known as attribute-value descriptions). A teacher…

机器学习 · 计算机科学 2007-05-23 Peter D. Turney

Sometimes the meaning conveyed by images goes beyond the list of objects they contain; instead, images may express a powerful message to affect the viewers' minds. Inferring this message requires reasoning about the relationships between…

计算机视觉与模式识别 · 计算机科学 2022-06-13 Nasrin Kalanat , Adriana Kovashka

This paper presents a framework for localization or grounding of phrases in images using a large collection of linguistic and visual cues. We model the appearance, size, and position of entity bounding boxes, adjectives that contain…

计算机视觉与模式识别 · 计算机科学 2017-08-10 Bryan A. Plummer , Arun Mallya , Christopher M. Cervantes , Julia Hockenmaier , Svetlana Lazebnik

This paper presents the design of deep learning architectures which allow to classify the social relationship existing between two people who are walking in a side-by-side formation into four possible categories --colleagues, couple, family…

机器学习 · 计算机科学 2022-07-08 Oscar Castro , Ely Repiso , Anais Garrell , Alberto Sanfeliu

Previous research in human gesture recognition has largely overlooked multi-person interactions, which are crucial for understanding the social context of naturally occurring gestures. This limitation in existing datasets presents a…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Xu Cao , Pranav Virupaksha , Wenqi Jia , Bolin Lai , Fiona Ryan , Sangmin Lee , James M. Rehg

This paper presents a novel approach in a rarely studied area of computer vision: Human interaction recognition in still images. We explore whether the facial regions and their spatial configurations contribute to the recognition of…

计算机视觉与模式识别 · 计算机科学 2015-09-18 Gokhan Tanisik , Cemil Zalluhoglu , Nazli Ikizler-Cinbis

With the rapid advancement of image captioning and visual question answering at single-round level, the question of how to generate multi-round dialogue about visual content has not yet been well explored.Existing visual dialogue methods…

计算机视觉与模式识别 · 计算机科学 2020-06-16 Ziwei Wang , Zi Huang , Yadan Luo , Huimin Lu

A visual relationship denotes a relationship between two objects in an image, which can be represented as a triplet of (subject; predicate; object). Visual relationship detection is crucial for scene understanding in images. Existing visual…

计算机视觉与模式识别 · 计算机科学 2020-10-13 Chenhui Chu , Yuto Takebayashi , Mishra Vipul , Yuta Nakashima

Learning to fuse vision and language information and representing them is an important research problem with many applications. Recent progresses have leveraged the ideas of pre-training (from language modeling) and attention layers in…

计算机视觉与模式识别 · 计算机科学 2020-10-08 Bowen Zhang , Hexiang Hu , Vihan Jain , Eugene Ie , Fei Sha

Person detection is a key problem for many computer vision tasks. While face detection has reached maturity, detecting people under a full variation of camera view-points, human poses, lighting conditions and occlusions is still a difficult…

计算机视觉与模式识别 · 计算机科学 2015-11-26 Tuan-Hung Vu , Anton Osokin , Ivan Laptev

In this work, following the intuition that adverbs describing scene-sequences are best identified by reasoning over high-level concepts of object-behavior, we propose the design of a new framework that reasons over object-behaviours…

计算机视觉与模式识别 · 计算机科学 2024-03-29 Amrit Diggavi Seshadri , Alessandra Russo

We study the visual semantic embedding problem for image-text matching. Most existing work utilizes a tailored cross-attention mechanism to perform local alignment across the two image and text modalities. This is computationally expensive,…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Khoi Pham , Chuong Huynh , Ser-Nam Lim , Abhinav Shrivastava

In this work, we propose an approach for detecting conversation groups in social scenarios like cocktail parties and networking events, from overhead camera recordings. We posit the detection of conversation groups as a learning problem…

计算机视觉与模式识别 · 计算机科学 2022-06-07 Stephanie Tan , David M. J. Tax , Hayley Hung

Humans are social creatures who readily recognize various social interactions from simple display of moving shapes. While previous research has often focused on visual features, we examine what semantic representations that humans employ to…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Yiling Yun , Hongjing Lu

Every culture and language is unique. Our work expressly focuses on the uniqueness of culture and language in relation to human affect, specifically sentiment and emotion semantics, and how they manifest in social multimedia. We develop…

多媒体 · 计算机科学 2015-10-08 Brendan Jou , Tao Chen , Nikolaos Pappas , Miriam Redi , Mercan Topkara , Shih-Fu Chang

Recommender systems have been widely applied to assist user's decision making by providing a list of personalized item recommendations. Context-aware recommender systems (CARS) additionally take context information into considering in the…

信息检索 · 计算机科学 2017-10-25 Yong Zheng

Most existing re-identification methods focus on learning robust and discriminative features with deep convolution networks. However, many of them consider content similarity separately and fail to utilize the context information of the…

计算机视觉与模式识别 · 计算机科学 2021-03-18 Deyi Ji , Haoran Wang , Hanzhe Hu , Weihao Gan , Wei Wu , Junjie Yan

Events in natural videos typically arise from spatio-temporal interactions between actors and objects and involve multiple co-occurring activities and object classes. To capture this rich visual and semantic context, we propose using two…

计算机视觉与模式识别 · 计算机科学 2020-10-01 Effrosyni Mavroudi , Benjamín Béjar Haro , René Vidal

Many videos depict people, and it is their interactions that inform us of their activities, relation to one another and the cultural and social setting. With advances in human action recognition, researchers have begun to address the…

计算机视觉与模式识别 · 计算机科学 2020-06-24 Alexandros Stergiou , Ronald Poppe

Understanding physical relations between objects, especially their support relations, is crucial for robotic manipulation. There has been work on reasoning about support relations and structural stability of simple configurations in RGB-D…

计算机视觉与模式识别 · 计算机科学 2019-05-13 Peng Zhang , Xiaoyu Ge , Jochen Renz