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Pedestrian detection is a problem of considerable practical interest. Adding to the list of successful applications of deep learning methods to vision, we report state-of-the-art and competitive results on all major pedestrian datasets with…

计算机视觉与模式识别 · 计算机科学 2013-04-03 Pierre Sermanet , Koray Kavukcuoglu , Soumith Chintala , Yann LeCun

Recently, product images have gained increasing attention in clothing recommendation since the visual appearance of clothing products has a significant impact on consumers' decision. Most existing methods rely on conventional features to…

信息检索 · 计算机科学 2018-09-18 Wenhui Yu , Huidi Zhang , Xiangnan He , Xu Chen , Li Xiong , Zheng Qin

The rapid expansion of online fashion platforms has created an increasing demand for intelligent recommender systems capable of understanding both visual and textual cues. This paper proposes a hybrid multimodal deep learning framework for…

信息检索 · 计算机科学 2025-11-20 Kamand Kalashi , Babak Teimourpour

In this study, we propose a technology called the Fashion Intelligence System based on the visual-semantic embedding (VSE) model to quantify abstract and complex expressions unique to fashion, such as ''casual,'' ''adult-casual,'' and…

计算机视觉与模式识别 · 计算机科学 2022-11-15 Ryotaro Shimizu , Takuma Nakamura , Masayuki Goto

Scene parsing from images is a fundamental yet challenging problem in visual content understanding. In this dense prediction task, the parsing model assigns every pixel to a categorical label, which requires the contextual information of…

计算机视觉与模式识别 · 计算机科学 2020-11-06 Litao Yu , Yongsheng Gao , Jun Zhou , Jian Zhang , Qiang Wu

With the prevalence of e-commence websites and the ease of online shopping, consumers are embracing huge amounts of various options in products. Undeniably, shopping is one of the most essential activities in our society and studying…

计算机视觉与模式识别 · 计算机科学 2017-02-23 Kuan-Ting Chen , Jiebo Luo

Convolutional neural networks (CNNs) have been extensively applied for image recognition problems giving state-of-the-art results on recognition, detection, segmentation and retrieval. In this work we propose and evaluate several deep…

计算机视觉与模式识别 · 计算机科学 2015-04-14 Joe Yue-Hei Ng , Matthew Hausknecht , Sudheendra Vijayanarasimhan , Oriol Vinyals , Rajat Monga , George Toderici

Fashion knowledge helps people to dress properly and addresses not only physiological needs of users, but also the demands of social activities and conventions. It usually involves three mutually related aspects of: occasion, person and…

计算机视觉与模式识别 · 计算机科学 2019-08-27 Yunshan Ma , Xun Yang , Lizi Liao , Yixin Cao , Tat-Seng Chua

In this paper, we present an end-to-end approach to simultaneously learn spatio-temporal features and corresponding similarity metric for video-based person re-identification. Given the video sequence of a person, features from each frame…

计算机视觉与模式识别 · 计算机科学 2016-06-14 Lin Wu , Chunhua Shen , Anton van den Hengel

With the growth of online shopping for fashion products, accurate fashion recommendation has become a critical problem. Meanwhile, social networks provide an open and new data source for personalized fashion analysis. In this work, we study…

计算机视觉与模式识别 · 计算机科学 2020-05-27 Haitian Zheng , Kefei Wu , Jong-Hwi Park , Wei Zhu , Jiebo Luo

Developing deep networks that analyze fashion garments has many real-world applications. Among all fashion attributes, color is one of the most important yet challenging to detect. Existing approaches are classification-based and thus…

计算机视觉与模式识别 · 计算机科学 2022-06-01 Alexandre Rame , Arthur Douillard , Charles Ollion

The fusion of AI and fashion design has emerged as a promising research area. However, the lack of extensive, interrelated data on clothing and try-on stages has hindered the full potential of AI in this domain. Addressing this, we present…

计算机视觉与模式识别 · 计算机科学 2024-03-19 Jia Yu , Lichao Zhang , Zijie Chen , Fayu Pan , MiaoMiao Wen , Yuming Yan , Fangsheng Weng , Shuai Zhang , Lili Pan , Zhenzhong Lan

Automatic human affect recognition is a key step towards more natural human-computer interaction. Recent trends include recognition in the wild using a fusion of audiovisual and physiological sensors, a challenging setting for conventional…

机器学习 · 计算机科学 2019-01-11 Philipp V. Rouast , Marc T. P. Adam , Raymond Chiong

The topic of semantic segmentation has witnessed considerable progress due to the powerful features learned by convolutional neural networks (CNNs). The current leading approaches for semantic segmentation exploit shape information by…

计算机视觉与模式识别 · 计算机科学 2016-11-18 Jifeng Dai , Kaiming He , Jian Sun

Composing fashion outfits involves deep understanding of fashion standards while incorporating creativity for choosing multiple fashion items (e.g., Jewelry, Bag, Pants, Dress). In fashion websites, popular or high-quality fashion outfits…

多媒体 · 计算机科学 2017-04-18 Yuncheng Li , LiangLiang Cao , Jiang Zhu , Jiebo Luo

The presence of certain clinical dermoscopic features within a skin lesion may indicate melanoma, and automatically detecting these features may lead to more quantitative and reproducible diagnoses. We reformulate the task of classifying…

计算机视觉与模式识别 · 计算机科学 2019-03-28 Jeremy Kawahara , Ghassan Hamarneh

The Fashion Industry is a strong and important industry in the global economy. Globalization has brought fast fashion, quick shifting consumer shopping preferences, more competition, and abundance in fashion shops and retailers, making it…

计算机视觉与模式识别 · 计算机科学 2020-06-23 Hassler Castro , Mariana Ramirez

The ubiquity of online fashion shopping demands effective recommendation services for customers. In this paper, we study two types of fashion recommendation: (i) suggesting an item that matches existing components in a set to form a stylish…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Xintong Han , Zuxuan Wu , Yu-Gang Jiang , Larry S. Davis

Landmark detection for clothes is a fundamental problem for many applications. In this paper, a new training scheme for clothes landmark detection: $\textit{Aggregation and Finetuning}$, is proposed. We investigate the homogeneity among…

计算机视觉与模式识别 · 计算机科学 2020-05-04 Tzu-Heng Lin

The task of fashion recommendation includes two main challenges: visual understanding and visual matching. Visual understanding aims to extract effective visual features. Visual matching aims to model a human notion of compatibility to…

信息检索 · 计算机科学 2019-08-27 Yujie Lin , Pengjie Ren , Zhumin Chen , Zhaochun Ren , Jun Ma , Maarten de Rijke