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Modern recommendation systems aim to increase click-through rates (CTR) for better user experience, through commonly treating ranking as a classification task focused on predicting CTR. However, there is a gap between this method and the…

机器学习 · 计算机科学 2025-09-15 Yan Zheng , Qiang Chen , Chenglei Niu

As users conveniently stream their favorite online videos, video request records are automatically stored by video content providers, which have a high chance of privacy leakage. Unfortunately, most existing privacy-enhancing approaches are…

网络与互联网体系结构 · 计算机科学 2026-02-02 Xianzhi Zhang , Linchang Xiao , Yipeng Zhou , Miao Hu , Di Wu , John C. S. Lui , Quan Z. Sheng

In content-based video retrieval (CBVR), dealing with large-scale collections, efficiency is as important as accuracy; thus, several video-level feature-based studies have actively been conducted. Nevertheless, owing to the severe…

计算机视觉与模式识别 · 计算机科学 2023-12-20 Won Jo , Geuntaek Lim , Gwangjin Lee , Hyunwoo Kim , Byungsoo Ko , Yukyung Choi

In modern human-robot collaboration (HRC) applications, multiple perception modules jointly extract visual, auditory, and contextual cues to achieve comprehensive scene understanding, enabling the robot to provide appropriate assistance to…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Dingcheng Huang , Xiaotong Zhang , Kamal Youcef-Toumi

Precisely evaluating video understanding models remains challenging: commonly used metrics such as BLEU, ROUGE, and BERTScore fail to capture the fineness of human judgment, while obtaining such judgments through manual evaluation is…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Abdul Waheed , Zhen Wu , Dareen Alharthi , Seungone Kim , Bhiksha Raj

The rapid proliferation of user-generated content (UGC) on short-form video platforms has made video engagement prediction increasingly important for optimizing recommendation systems and guiding content creation. However, this task remains…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Wei Sun , Linhan Cao , Yuqin Cao , Weixia Zhang , Wen Wen , Kaiwei Zhang , Zijian Chen , Fangfang Lu , Xiongkuo Min , Guangtao Zhai

While graph-based collaborative filtering recommender systems have been introduced several years ago, there are still several shortcomings to deal with, the temporal information being one of the most important. The new link stream paradigm…

社会与信息网络 · 计算机科学 2018-05-09 Tiphaine Viard , Raphaël Fournier-S'niehotta

Since recommender systems have been created and developed to automate the recommendation process, users can easily consume their desired video content on online platforms. In this line, several content recommendation algorithms are…

人机交互 · 计算机科学 2022-06-07 Soyoung Oh , Eunil Park

Recommendation systems are an important units in today's e-commerce applications, such as targeted advertising, personalized marketing and information retrieval. In recent years, the importance of contextual information has motivated…

信息检索 · 计算机科学 2016-07-29 Tal Hadad

Query-based video situation detection (as opposed to manual or customized algorithms) is critical for diverse applications such as traffic monitoring, surveillance1 , and other types of environmental/infrastructure monitoring. Video…

数据库 · 计算机科学 2022-11-29 Hafsa Billah , Mayur Arora , Sharma Chakravarthy

Video understanding is a growing field and a subject of intense research, which includes many interesting tasks to understanding both spatial and temporal information, e.g., action detection, action recognition, video captioning, video…

计算机视觉与模式识别 · 计算机科学 2022-12-20 Khoa Vo , Kashu Yamazaki , Phong X. Nguyen , Phat Nguyen , Khoa Luu , Ngan Le

Humans share a strong tendency to memorize/forget some of the visual information they encounter. This paper focuses on providing computational models for the prediction of the intrinsic memorability of visual content. To address this new…

计算机视觉与模式识别 · 计算机科学 2024-02-28 Romain Cohendet , Claire-Hélène Demarty , Ngoc Q. K. Duong , Martin Engilberge

In conventional HTTP-based adaptive streaming (HAS), a video source is encoded at multiple levels of constant bitrate representations, and a client makes its representation selections according to the measured network bandwidth. While…

网络与互联网体系结构 · 计算机科学 2014-01-22 Zhi Li , Ali C. Begen , Joshua Gahm , Yufeng Shan , Bruce Osler , David Oran

Long video understanding (LVU) is challenging because answering real-world queries often depends on sparse, temporally dispersed cues buried in hours of mostly redundant and irrelevant content. While agentic pipelines improve video…

计算机视觉与模式识别 · 计算机科学 2025-12-08 Ziyang Wang , Honglu Zhou , Shijie Wang , Junnan Li , Caiming Xiong , Silvio Savarese , Mohit Bansal , Michael S. Ryoo , Juan Carlos Niebles

We focus on the problem of streaming recommender system and explore novel collaborative filtering algorithms to handle the data dynamicity and complexity in a streaming manner. Although deep neural networks have demonstrated the…

机器学习 · 计算机科学 2019-06-12 Qingquan Song , Shiyu Chang , Xia Hu

Despite advances in the application of MLLMs for various video tasks, video event prediction (VEP) remains relatively underexplored. VEP requires the model to perform fine-grained temporal modeling of videos and establish logical…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Qile Su , Jing Tang , Rui Chen , Lei Sun , Xiangxiang Chu

Super-Resolution (SR) is a critical task in computer vision, focusing on reconstructing high-resolution (HR) images from low-resolution (LR) inputs. The field has seen significant progress through various challenges, particularly in…

图像与视频处理 · 电气工程与系统科学 2025-07-02 Babak Naderi , Ross Cutler , Juhee Cho , Nabakumar Khongbantabam , Dejan Ivkovic

Video Corpus Moment Retrieval (VCMR) is a practical video retrieval task focused on identifying a specific moment within a vast corpus of untrimmed videos using the natural language query. Existing methods for VCMR typically rely on…

计算机视觉与模式识别 · 计算机科学 2024-02-22 Danyang Hou , Liang Pang , Huawei Shen , Xueqi Cheng

Audio data, often synchronized with video frames, plays a crucial role in guiding the audience's visual attention. Incorporating audio information into video saliency prediction tasks can enhance the prediction of human visual behavior.…

计算机视觉与模式识别 · 计算机科学 2024-11-19 Li Yu , Xuanzhe Sun , Pan Gao , Moncef Gabbouj

We deal with the problem of localized in-video taxonomic human annotation in the video content moderation domain, where the goal is to identify video segments that violate granular policies, e.g., community guidelines on an online video…

机器学习 · 计算机科学 2022-10-19 Meghana Deodhar , Xiao Ma , Yixin Cai , Alex Koes , Alex Beutel , Jilin Chen