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Effective communication between humans and intelligent agents has promising applications for solving complex problems. One such approach is visual dialogue, which leverages multimodal context to assist humans. However, real-world scenarios…

计算机视觉与模式识别 · 计算机科学 2023-09-20 Ryosuke Oshima , Seitaro Shinagawa , Hideki Tsunashima , Qi Feng , Shigeo Morishima

Where someone looks is a nonverbal communication cue that children and adults readily use. How well can Vision-Language Models (VLMs) infer gaze targets? To construct evaluation stimuli, we captured 1,360 real-world photos of scenes in…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Zory Zhang , Pinyuan Feng , Bingyang Wang , Tianwei Zhao , Suyang Yu , Qingying Gao , Hokin Deng , Ziqiao Ma , Yijiang Li , Dezhi Luo

Visual question answering is a multimodal task that requires the joint comprehension of visual and textual information. However, integrating visual and textual semantics solely through attention layers is insufficient to comprehensively…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Peize Li , Qingyi Si , Peng Fu , Zheng Lin , Yan Wang

Unlike Object Detection, Visual Grounding task necessitates the detection of an object described by complex free-form language. To simultaneously model such complex semantic and visual representations, recent state-of-the-art studies adopt…

计算机视觉与模式识别 · 计算机科学 2024-07-09 Weitai Kang , Luowei Zhou , Junyi Wu , Changchang Sun , Yan Yan

We present the Object Language Video Transformer (OLViT) - a novel model for video dialog operating over a multi-modal attention-based dialog state tracker. Existing video dialog models struggle with questions requiring both spatial and…

计算机视觉与模式识别 · 计算机科学 2024-02-21 Adnen Abdessaied , Manuel von Hochmeister , Andreas Bulling

Visual emotion expression plays an important role in audiovisual speech communication. In this work, we propose a novel approach to rendering visual emotion expression in speech-driven talking face generation. Specifically, we design an…

音频与语音处理 · 电气工程与系统科学 2021-07-23 Sefik Emre Eskimez , You Zhang , Zhiyao Duan

Audio-visual information fusion enables a performance improvement in speech recognition performed in complex acoustic scenarios, e.g., noisy environments. It is required to explore an effective audio-visual fusion strategy for audiovisual…

音频与语音处理 · 电气工程与系统科学 2020-08-07 Liangfa Wei , Jie Zhang , Junfeng Hou , Lirong Dai

Enhancing automatic speech recognition (ASR) performance by leveraging additional multimodal information has shown promising results in previous studies. However, most of these works have primarily focused on utilizing visual cues derived…

音频与语音处理 · 电气工程与系统科学 2023-12-19 Ziyi Ni , Minglun Han , Feilong Chen , Linghui Meng , Jing Shi , Pin Lv , Bo Xu

The use of complex attention modules has improved the performance of the Visual Question Answering (VQA) task. This work aims to learn an improved multi-modal representation through dense interaction of visual and textual modalities. The…

计算机视觉与模式识别 · 计算机科学 2023-03-01 Aakansha Mishra , Ashish Anand , Prithwijit Guha

Visual Question Answering (VQA) has emerged as a pivotal task in the intersection of computer vision and natural language processing, requiring models to understand and reason about visual content in response to natural language questions.…

计算机视觉与模式识别 · 计算机科学 2025-03-05 Aiswarya Baby , Tintu Thankom Koshy

Vision and language understanding has emerged as a subject undergoing intense study in Artificial Intelligence. Among many tasks in this line of research, visual question answering (VQA) has been one of the most successful ones, where the…

计算机视觉与模式识别 · 计算机科学 2017-12-05 Yunseok Jang , Yale Song , Youngjae Yu , Youngjin Kim , Gunhee Kim

Autonomous driving is a multi-task problem requiring a deep understanding of the visual environment. End-to-end autonomous systems have attracted increasing interest as a method of learning to drive without exhaustively programming…

计算机视觉与模式识别 · 计算机科学 2019-09-12 Alexander Makrigiorgos , Ali Shafti , Alex Harston , Julien Gerard , A. Aldo Faisal

Self-distillation enables language models to learn on-policy from their own trajectories by using the same model as both student and teacher, with the teacher being conditioned on privileged information unavailable to the student. Such…

Change detection visual question answering (CDVQA) requires answering text queries by reasoning about semantic changes in bi-temporal remote sensing images. A straightforward approach is to boost CDVQA performance with generic…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Fuyu Dong , Ke Li , Di Wang , Nan Luo , Yiming Zhang , Kaiyu Li , Jianfei Yang , Quan Wang

Visual question answering is an important task in both natural language and vision understanding. However, in most of the public visual question answering datasets such as VQA, CLEVR, the questions are human generated that specific to the…

计算与语言 · 计算机科学 2022-08-08 Bingning Wang , Feiyang Lv , Ting Yao , Yiming Yuan , Jin Ma , Yu Luo , Haijin Liang

Visual question answering (VQA) is the task of answering questions about an image. The task assumes an understanding of both the image and the question to provide a natural language answer. VQA has gained popularity in recent years due to…

计算机视觉与模式识别 · 计算机科学 2023-11-01 Deepanway Ghosal , Navonil Majumder , Roy Ka-Wei Lee , Rada Mihalcea , Soujanya Poria

Visual question answering (VQA) is an interesting learning setting for evaluating the abilities and shortcomings of current systems for image understanding. Many of the recently proposed VQA systems include attention or memory mechanisms…

计算机视觉与模式识别 · 计算机科学 2016-11-24 Allan Jabri , Armand Joulin , Laurens van der Maaten

We introduce the dialog intent induction task and present a novel deep multi-view clustering approach to tackle the problem. Dialog intent induction aims at discovering user intents from user query utterances in human-human conversations…

计算与语言 · 计算机科学 2020-09-17 Hugh Perkins , Yi Yang

The rapid progress of artificial intelligence (AI) and computer vision (CV) has facilitated the development of computation-intensive applications like Visual Question Answering (VQA), which integrates visual perception and natural language…

计算机视觉与模式识别 · 计算机科学 2024-11-28 Sige Liu , Nan Li , Yansha Deng , Tony Q. S. Quek

Dynamically synthesizing talking speech that actively responds to a listening head is critical during the face-to-face interaction. For example, the speaker could take advantage of the listener's facial expression to adjust the tones,…

音频与语音处理 · 电气工程与系统科学 2023-06-22 Mohan Zhou , Yalong Bai , Wei Zhang , Ting Yao , Tiejun Zhao , Tao Mei