SOTAVerified

Visual Dialog

Visual Dialog requires an AI agent to hold a meaningful dialog with humans in natural, conversational language about visual content. Specifically, given an image, a dialog history, and a follow-up question about the image, the task is to answer the question.

Papers

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Showing 51–75 of 118 papers

TitleStatusHype
The Impact of Answers in Referential Visual Dialog—0
Variational Disentangled Attention for Regularized Visual Dialog—0
GoG: Relation-aware Graph-over-Graph Network for Visual Dialog—0
Learning to Ground Visual Objects for Visual Dialog—0
Enhancing Visual Dialog Questioner with Entity-based Strategy Learning and Augmented GuesserCode0
SeqDialN: Sequential Visual Dialog Network in Joint Visual-Linguistic Representation SpaceCode0
Learning Better Visual Dialog Agents with Pretrained Visual-Linguistic RepresentationCode0
Visual-Textual Alignment for Graph Inference in Visual Dialog—0
Reasoning Over History: Context Aware Visual Dialog—0
Multi-Modal Open-Domain Dialogue—0
Answer-Driven Visual State Estimator for Goal-Oriented Visual DialogueCode0
SeqDialN: Sequential Visual Dialog Networks in Joint Visual-Linguistic Representation SpaceCode0
Dialog without Dialog Data: Learning Visual Dialog Agents from VQA DataCode0
Effective questions in referential visual dialogue—0
Towards Visual Dialog for Radiology—0
ORD: Object Relationship Discovery for Visual Dialogue Generation—0
Modality-Balanced Models for Visual Dialogue—0
Ensemble based discriminative models for Visual Dialog Challenge 2018—0
Vision and Language: from Visual Perception to Content Creation—0
DMRM: A Dual-channel Multi-hop Reasoning Model for Visual DialogCode0
TAB-VCR: Tags and Attributes based VCR BaselinesCode0
Efficient Attention Mechanism for Visual Dialog that can Handle All the Interactions between Multiple InputsCode0
Two Causal Principles for Improving Visual DialogCode0
DualVD: An Adaptive Dual Encoding Model for Deep Visual Understanding in Visual DialogueCode0
Video Dialog via Progressive Inference and Cross-Transformer—0
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All datasetsVisual Dialog v1.0 test-stdVisDial v0.9 valVisDial v1.0 test-stdBlendedSkillTalkConvAI2EmpatheticDialoguesImage-ChatWizard of Wikipedia

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SingleNDCG (x 100)78.7—Unverified
2P1P2+Distill+EnsembleNDCG (x 100)77.92—Unverified
3Ensemble + Fine-tuningNDCG (x 100)76.43—Unverified
4ensemble, finetuneNDCG (x 100)76.17—Unverified
5VD-PCRNDCG (x 100)76.14—Unverified
6EnsembleNDCG (x 100)75.35—Unverified
7Ensemble + FinetuneNDCG (x 100)74.88—Unverified
8bert-double-stream-finetuningNDCG (x 100)74.62—Unverified
9CE-finetuned, single modelNDCG (x 100)74.47—Unverified
102NDCG (x 100)73.36—Unverified
#ModelMetricClaimedVerifiedStatus
19xFGA (VGG)MRR68.92—Unverified
2DANMRR66.38—Unverified
3CorefNMN (ResNet-152)MRR64.1—Unverified
4CoAttMRR63.98—Unverified
5CorefNMNMRR63.6—Unverified
6DualVDMRR62.94—Unverified
7SF-QIH-se-2MRR62.42—Unverified
8HCIAE-NP-ATTMRR62.22—Unverified
9HieCoAtt-QIMRR57.88—Unverified
10AMEMR@148.53—Unverified
#ModelMetricClaimedVerifiedStatus
15xFGA + LSNDCG64.04—Unverified
25xFGA + LS*+MRR0.71—Unverified
3Two-StepMRR0.7—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Modal BlenderBotBLEU-41—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Modal BlenderBotBLEU-41.1—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Modal BlenderBotBLEU-41.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Modal BlenderBotBLEU-440—Unverified
#ModelMetricClaimedVerifiedStatus
1Multi-Modal BlenderBotBLEU-42.2—Unverified