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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…

Computer Vision and Pattern Recognition · Computer Science 2020-06-16 Ziwei Wang , Zi Huang , Yadan Luo , Huimin Lu

Humans use multiple senses to comprehend the environment. Vision and language are two of the most vital senses since they allow us to easily communicate our thoughts and perceive the world around us. There has been a lot of interest in…

Computation and Language · Computer Science 2026-05-13 Thong Nguyen , Yi Bin , Junbin Xiao , Leigang Qu , Yicong Li , Jay Zhangjie Wu , Cong-Duy Nguyen , See-Kiong Ng , Luu Anh Tuan

Existing research of video understanding still struggles to achieve in-depth comprehension and reasoning in complex videos, primarily due to the under-exploration of two key bottlenecks: fine-grained spatial-temporal perceptive…

Artificial Intelligence · Computer Science 2025-01-08 Hao Fei , Shengqiong Wu , Wei Ji , Hanwang Zhang , Meishan Zhang , Mong-Li Lee , Wynne Hsu

Video understanding requires identifying and reasoning over semantically discriminative visual objects across frames, yet existing object-agnostic solutions struggle to effectively handle substantial object variations over time. To address…

Computer Vision and Pattern Recognition · Computer Science 2026-05-18 Zhixuan Wu , Quanxing Zha , Teng Wang , Genbao Xu , Wenyuan Gu , Wei Rao , Nan Ma , Bo Cheng , Soujanya Poria

This paper introduces the Seventh Dialog System Technology Challenges (DSTC), which use shared datasets to explore the problem of building dialog systems. Recently, end-to-end dialog modeling approaches have been applied to various dialog…

The development of Open-Domain Dialogue Systems (ODS)is a trending topic due to the large number of research challenges, large societal and business impact, and advances in the underlying technology. However, the development of these kinds…

Computation and Language · Computer Science 2021-12-28 Chen Zhang , João Sedoc , Luis Fernando D'Haro , Rafael Banchs , Alexander Rudnicky

The ability to perceive how objects change over time is a crucial ingredient in human intelligence. However, current benchmarks cannot faithfully reflect the temporal understanding abilities of video-language models (VidLMs) due to the…

Computer Vision and Pattern Recognition · Computer Science 2024-09-24 Shicheng Li , Lei Li , Shuhuai Ren , Yuanxin Liu , Yi Liu , Rundong Gao , Xu Sun , Lu Hou

A picture is worth a thousand words, thus, it is crucial for conversational agents to understand, perceive, and effectively respond with pictures. However, we find that directly employing conventional image generation techniques is…

Computation and Language · Computer Science 2024-02-09 Xiaowen Sun , Jiazhan Feng , Yuxuan Wang , Yuxuan Lai , Xingyu Shen , Dongyan Zhao

Humans are able to perceive, understand and reason about causal events. Developing models with similar physical and causal understanding capabilities is a long-standing goal of artificial intelligence. As a step towards this direction, we…

Artificial Intelligence · Computer Science 2022-03-02 Tayfun Ates , M. Samil Atesoglu , Cagatay Yigit , Ilker Kesen , Mert Kobas , Erkut Erdem , Aykut Erdem , Tilbe Goksun , Deniz Yuret

Visual dialog has witnessed great progress after introducing various vision-oriented goals into the conversation, especially such as GuessWhich and GuessWhat, where the only image is visible by either and both of the questioner and the…

Computer Vision and Pattern Recognition · Computer Science 2022-03-17 Duo Zheng , Fandong Meng , Qingyi Si , Hairun Fan , Zipeng Xu , Jie Zhou , Fangxiang Feng , Xiaojie Wang

Recent advances in conversational AI have been substantial, but developing real-time systems for perceptual task guidance remains challenging. These systems must provide interactive, proactive assistance based on streaming visual inputs,…

Artificial Intelligence · Computer Science 2025-06-09 Yichi Zhang , Xin Luna Dong , Zhaojiang Lin , Andrea Madotto , Anuj Kumar , Babak Damavandi , Joyce Chai , Seungwhan Moon

We address the problem of jointly learning vision and language to understand the object in a fine-grained manner. The key idea of our approach is the use of object descriptions to provide the detailed understanding of an object. Based on…

Computer Vision and Pattern Recognition · Computer Science 2018-03-19 Anh Nguyen , Thanh-Toan Do , Ian Reid , Darwin G. Caldwell , Nikos G. Tsagarakis

Conversational interfaces that allow for intuitive and comprehensive access to digitally stored information remain an ambitious goal. In this thesis, we lay foundations for designing conversational search systems by analyzing the…

Information Retrieval · Computer Science 2019-12-17 Svitlana Vakulenko

We present Language-binding Object Graph Network, the first neural reasoning method with dynamic relational structures across both visual and textual domains with applications in visual question answering. Relaxing the common assumption…

Computer Vision and Pattern Recognition · Computer Science 2021-02-19 Thao Minh Le , Vuong Le , Svetha Venkatesh , Truyen Tran

In this paper, we describe the development of symbolic representations annotated on human-robot dialogue data to make dimensions of meaning accessible to autonomous systems participating in collaborative, natural language dialogue, and to…

Situated embodied conversation requires robots to interleave real-time dialogue with active perception: deciding what to look at, when to look, and what to say under tight latency constraints. We present a simple, minimal system recipe that…

Robotics · Computer Science 2026-02-05 Dong Won Lee , Sarah Gillet , Louis-Philippe Morency , Cynthia Breazeal , Hae Won Park

The search for a standardized optimum way to communicate using natural language dialog has involved a lot of research. However, due to the diversity of communication domains, we think that this is extremely difficult to achieve and…

Other Computer Science · Computer Science 2007-05-23 Paul Fodor

On-the-job learning consists in continuously learning while being used in production, in an open environment, meaning that the system has to deal on its own with situations and elements never seen before. The kind of systems that seem to be…

Computation and Language · Computer Science 2021-03-01 Mathilde Veron , Sophie Rosset , Olivier Galibert , Guillaume Bernard

Common grounding is the process of creating and maintaining mutual understandings, which is a critical aspect of sophisticated human communication. While various task settings have been proposed in existing literature, they mostly focus on…

Computation and Language · Computer Science 2021-06-01 Takuma Udagawa , Akiko Aizawa

Referring Video Object Segmentation (R-VOS) is a challenging task that aims to segment an object in a video based on a linguistic expression. Most existing R-VOS methods have a critical assumption: the object referred to must appear in the…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Xiang Li , Jinglu Wang , Xiaohao Xu , Xiao Li , Bhiksha Raj , Yan Lu