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Thanks to the substantial and explosively inscreased instructional videos on the Internet, novices are able to acquire knowledge for completing various tasks. Over the past decade, growing efforts have been devoted to investigating the…

计算机视觉与模式识别 · 计算机科学 2020-03-23 Yansong Tang , Jiwen Lu , Jie Zhou

A key challenge with procedure planning in instructional videos lies in how to handle a large decision space consisting of a multitude of action types that belong to various tasks. To understand real-world video content, an AI agent must…

计算机视觉与模式识别 · 计算机科学 2023-09-15 Fen Fang , Yun Liu , Ali Koksal , Qianli Xu , Joo-Hwee Lim

One of the leading university goals is to provide the students with the necessary skills for better functioning in their future studies. Gaining and developing skills, both technical and soft skills, are the critical building blocks for a…

计算机与社会 · 计算机科学 2021-07-21 Rayed Alghamdi , Seyed M. Buhari , Madini O. Alassafi

We consider the task of optimally fine-tuning pre-trained multilingual models, given small amounts of unlabelled target data and an annotation budget. In this paper, we introduce DEMUX, a framework that prescribes the exact data-points to…

计算与语言 · 计算机科学 2023-11-14 Simran Khanuja , Srinivas Gowriraj , Lucio Dery , Graham Neubig

On public benchmarks, current action recognition techniques have achieved great success. However, when used in real-world applications, e.g. sport analysis, which requires the capability of parsing an activity into phases and…

计算机视觉与模式识别 · 计算机科学 2020-04-15 Dian Shao , Yue Zhao , Bo Dai , Dahua Lin

Deep Reinforcement Learning is a promising tool for robotic control, yet practical application is often hindered by the difficulty of designing effective reward functions. Real-world tasks typically require optimizing multiple objectives…

机器学习 · 计算机科学 2026-03-06 Kilian Freitag , Knut Åkesson , Morteza Haghir Chehreghani

We address a core problem of computer vision: Detection and description of 2D feature points for image matching. For a long time, hand-crafted designs, like the seminal SIFT algorithm, were unsurpassed in accuracy and efficiency. Recently,…

计算机视觉与模式识别 · 计算机科学 2020-03-23 Aritra Bhowmik , Stefan Gumhold , Carsten Rother , Eric Brachmann

Temporal grounding aims to localize temporal boundaries within untrimmed videos by language queries, but it faces the challenge of two types of inevitable human uncertainties: query uncertainty and label uncertainty. The two uncertainties…

计算机视觉与模式识别 · 计算机科学 2021-06-25 Hao Zhou , Chongyang Zhang , Yan Luo , Yanjun Chen , Chuanping Hu

This paper proposes Omni Dense Captioning, a novel task designed to generate continuous, fine-grained, and structured audio-visual narratives with explicit timestamps. To ensure dense semantic coverage, we introduce a six-dimensional…

计算机视觉与模式识别 · 计算机科学 2026-02-13 Linli Yao , Yuancheng Wei , Yaojie Zhang , Lei Li , Xinlong Chen , Feifan Song , Ziyue Wang , Kun Ouyang , Yuanxin Liu , Lingpeng Kong , Qi Liu , Pengfei Wan , Kun Gai , Yuanxing Zhang , Xu Sun

Model explanations such as saliency maps can improve user trust in AI by highlighting important features for a prediction. However, these become distorted and misleading when explaining predictions of images that are subject to systematic…

人机交互 · 计算机科学 2022-03-02 Wencan Zhang , Mariella Dimiccoli , Brian Y. Lim

Action Quality Assessment(AQA) is important for action understanding and resolving the task poses unique challenges due to subtle visual differences. Existing state-of-the-art methods typically rely on the holistic video representations for…

计算机视觉与模式识别 · 计算机科学 2022-07-20 Yang Bai , Desen Zhou , Songyang Zhang , Jian Wang , Errui Ding , Yu Guan , Yang Long , Jingdong Wang

Text-driven image editing has achieved remarkable success in following single instructions. However, real-world scenarios often involve complex, multi-step instructions, particularly ``chain'' instructions where operations are…

计算机视觉与模式识别 · 计算机科学 2025-06-17 Chenglin Wang , Yucheng Zhou , Qianning Wang , Zhe Wang , Kai Zhang

Fully data driven Chatbots for non-goal oriented dialogues are known to suffer from inconsistent behaviour across their turns, stemming from a general difficulty in controlling parameters like their assumed background personality and…

计算与语言 · 计算机科学 2020-03-31 Fabian Galetzka , Chukwuemeka U. Eneh , David Schlangen

It is encouraged to see that progress has been made to bridge videos and natural language. However, mainstream video captioning methods suffer from slow inference speed due to the sequential manner of autoregressive decoding, and prefer…

计算机视觉与模式识别 · 计算机科学 2021-03-25 Bang Yang , Yuexian Zou , Fenglin Liu , Can Zhang

Understanding learning as a dynamic process is challenging due to the interaction of multiple factors, including cognitive load, internal state change, and subjective evaluation. Existing approaches often address these elements in…

计算机与社会 · 计算机科学 2026-01-08 Miyuki T. Nakata

An ideal model for dense video captioning -- predicting captions localized temporally in a video -- should be able to handle long input videos, predict rich, detailed textual descriptions, and be able to produce outputs before processing…

计算机视觉与模式识别 · 计算机科学 2024-04-02 Xingyi Zhou , Anurag Arnab , Shyamal Buch , Shen Yan , Austin Myers , Xuehan Xiong , Arsha Nagrani , Cordelia Schmid

Zero-shot classification is a promising paradigm to solve an applicable problem when the training classes and test classes are disjoint. Achieving this usually needs experts to externalize their domain knowledge by manually specifying a…

人机交互 · 计算机科学 2021-08-17 Shichao Jia , Zeyu Li , Nuo Chen , Jiawan Zhang

We propose to decompose instruction execution to goal prediction and action generation. We design a model that maps raw visual observations to goals using LINGUNET, a language-conditioned image generation network, and then generates the…

计算与语言 · 计算机科学 2019-03-19 Dipendra Misra , Andrew Bennett , Valts Blukis , Eyvind Niklasson , Max Shatkhin , Yoav Artzi

Soccer video understanding has motivated the creation of datasets for tasks such as temporal action localization, spatiotemporal action detection (STAD), or multiobject tracking (MOT). The annotation of structured sequences of events (who…

人工智能 · 计算机科学 2025-11-21 Jeremie Ochin , Raphael Chekroun , Bogdan Stanciulescu , Sotiris Manitsaris

With the development of online business, customer service agents gradually play a crucial role as an interface between the companies and their customers. Most companies spend a lot of time and effort on hiring and training customer service…

计算与语言 · 计算机科学 2022-04-28 Shuang Peng , Shuai Zhu , Minghui Yang , Haozhou Huang , Dan Liu , Zujie Wen , Xuelian Li , Biao Fan