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Papers Visual Dialog

“Visual Dialog” 태그가 달린 논문 120편 · 필터 해제

Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented Guesser

2021-09-06 · Findings (EMNLP) 2021 11 · Duo Zheng, Zipeng Xu, Fandong Meng, Xiaojie Wang 외

Considering the importance of building a good Visual Dialog (VD) Questioner, many researchers study the topic under a Q-Bot-A-Bot image-guessing game setting, where the Questioner needs to raise a series of questions to …

DiversityReinforcement Learning (RL)Visual Dialog

SeqDialN: Sequential Visual Dialog Network in Joint Visual-Linguistic Representation Space

2021-08-01 · ACL (dialdoc) 2021 8 · Liu Yang, Fanqi Meng, Xiao Liu, Ming-Kuang Daniel Wu 외

The key challenge of the visual dialog task is how to fuse features from multimodal sources and extract relevant information from dialog history to answer the current query. In this work, we formulate a visual dialog as …

Visual Dialog

Learning Better Visual Dialog Agents with Pretrained Visual-Linguistic Representation

2021-05-24 · CVPR 2021 1 · Tao Tu, Qing Ping, Govind Thattai, Gokhan Tur 외

GuessWhat?! is a two-player visual dialog guessing game where player A asks a sequence of yes/no questions (Questioner) and makes a final guess (Guesser) about a target object in an image, based on answers from player B …

Referring ExpressionReferring Expression ComprehensionVisual DialogVisual Grounding

Ensemble of MRR and NDCG models for Visual Dialog

2021-04-15 · NAACL 2021 4 · Idan Schwartz

Assessing an AI agent that can converse in human language and understand visual content is challenging. Generation metrics, such as BLEU scores favor correct syntax over semantics. Hence a discriminative approach is ofte…

AI AgentVisual Dialog

Visual-Textual Alignment for Graph Inference in Visual Dialog

2020-12-01 · COLING 2020 8 · Tianling Jiang, Yi Ji, Chunping Liu, Hailin Shao

As a conversational intelligence task, visual dialog entails answering a series of questions grounded in an image, using the dialog history as context. To generate correct answers, the comprehension of the semantic depen…

Visual Dialog

Where Are You? Localization from Embodied Dialog

2020-11-16 · EMNLP 2020 11 · Meera Hahn, Jacob Krantz, Dhruv Batra, Devi Parikh 외

We present Where Are You? (WAY), a dataset of ~6k dialogs in which two humans -- an Observer and a Locator -- complete a cooperative localization task. The Observer is spawned at random in a 3D environment and can naviga…

NavigateVisual Dialog

Reasoning Over History: Context Aware Visual Dialog

2020-11-02 · EMNLP (nlpbt) 2020 11 · Muhammad A. Shah, Shikib Mehri, Tejas Srinivasan

While neural models have been shown to exhibit strong performance on single-turn visual question answering (VQA) tasks, extending VQA to a multi-turn, conversational setting remains a challenge. One way to address this c…

coreference-resolutionCoreference ResolutionQuestion AnsweringVisual Dialog+2

Multi-Modal Open-Domain Dialogue

2020-10-02 · EMNLP 2021 11 · Kurt Shuster, Eric Michael Smith, Da Ju, Jason Weston

Recent work in open-domain conversational agents has demonstrated that significant improvements in model engagingness and humanness metrics can be achieved via massive scaling in both pre-training data and model size (Ad…

Visual Dialog

Answer-Driven Visual State Estimator for Goal-Oriented Visual Dialogue

2020-10-01 · Zipeng Xu, Fangxiang Feng, Xiaojie Wang, Yushu Yang 외

A goal-oriented visual dialogue involves multi-turn interactions between two agents, Questioner and Oracle. During which, the answer given by Oracle is of great significance, as it provides golden response to what Questi…

Question GenerationQuestion-GenerationState EstimationVisual Dialog

SeqDialN: Sequential Visual Dialog Networks in Joint Visual-Linguistic Representation Space

2020-08-02 · Liu Yang

In this work, we formulate a visual dialog as an information flow in which each piece of information is encoded with the joint visual-linguistic representation of a single dialog round. Based on this formulation, we cons…

Visual Dialog

Dialog without Dialog Data: Learning Visual Dialog Agents from VQA Data

2020-07-24 · NeurIPS 2020 12 · Michael Cogswell, Jiasen Lu, Rishabh Jain, Stefan Lee 외

Can we develop visually grounded dialog agents that can efficiently adapt to new tasks without forgetting how to talk to people? Such agents could leverage a larger variety of existing data to generalize to new tasks, mi…

Visual DialogVisual Question Answering (VQA)

Towards Visual Dialog for Radiology

2020-07-01 · WS 2020 7 · Olga Kovaleva, Chaitanya Shivade, Satyan Kashyap, a 외

Current research in machine learning for radiology is focused mostly on images. There exists limited work in investigating intelligent interactive systems for radiology. To address this limitation, we introduce a realist…

Question AnsweringVisual DialogVisual Question AnsweringVisual Question Answering (VQA)

Effective questions in referential visual dialogue

2020-07-01 · WS 2020 7 · Mauricio Mazuecos, Alberto Testoni, Raffaella Bernardi, Luciana Benotti

An interesting challenge for situated dialogue systems is referential visual dialog: by asking questions, the system has to identify the referent to which the user refers to. Task success is the standard metric used to e…

Visual Dialog

ORD: Object Relationship Discovery for Visual Dialogue Generation

2020-06-15 · Ziwei Wang, Zi Huang, Yadan Luo, Huimin Lu

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 GenerationGraph AttentionImage CaptioningObject+4

History for Visual Dialog: Do we really need it?

2020-05-08 · ACL 2020 6 · Shubham Agarwal, Trung Bui, Joon-Young Lee, Ioannis Konstas 외

Visual Dialog involves "understanding" the dialog history (what has been discussed previously) and the current question (what is asked), in addition to grounding information in the image, to generate the correct response…

Visual Dialog

Multi-View Attention Network for Visual Dialog

2020-04-29 · Sungjin Park, Taesun Whang, Yeochan Yoon, Heuiseok Lim

Visual dialog is a challenging vision-language task in which a series of questions visually grounded by a given image are answered. To resolve the visual dialog task, a high-level understanding of various multimodal inpu…

Visual Dialog

VD-BERT: A Unified Vision and Dialog Transformer with BERT

2020-04-28 · EMNLP 2020 11 · Yue Wang, Shafiq Joty, Michael R. Lyu, Irwin King 외

Visual dialog is a challenging vision-language task, where a dialog agent needs to answer a series of questions through reasoning on the image content and dialog history. Prior work has mostly focused on various attentio…

Answer GenerationVisual Dialog

Reasoning Visual Dialog with Sparse Graph Learning and Knowledge Transfer

2020-04-14 · Findings (EMNLP) 2021 11 · Gi-Cheon Kang, Junseok Park, Hwaran Lee, Byoung-Tak Zhang 외

Visual dialog is a task of answering a sequence of questions grounded in an image using the previous dialog history as context. In this paper, we study how to address two fundamental challenges for this task: (1) reasoni…

Graph LearningGraph structure learningTransfer LearningVisual Dialog

Iterative Context-Aware Graph Inference for Visual Dialog

2020-04-05 · CVPR 2020 6 · Dan Guo, Hui Wang, Hanwang Zhang, Zheng-Jun Zha 외

Visual dialog is a challenging task that requires the comprehension of the semantic dependencies among implicit visual and textual contexts. This task can refer to the relation inference in a graphical model with sparse …

Graph AttentionGraph EmbeddingRelationVisual Dialog

Modality-Balanced Models for Visual Dialogue

2020-01-17 · Hyounghun Kim, Hao Tan, Mohit Bansal

The Visual Dialog task requires a model to exploit both image and conversational context information to generate the next response to the dialogue. However, via manual analysis, we find that a large number of conversatio…

Visual Dialog
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