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Multi-modal Knowledge Graph

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Link to A Survey for Multi-modal Knowledge Graphs. Papers integrating Knowledge Graphs (KGs) and Multi-Modal Learning, focusing on research in two principal aspects: KG-driven Multi-Modal (KG4MM) learning, where KGs support multi-modal tasks, and Multi-Modal Knowledge Graph (MM4KG), which extends KG studies into the MMKG realm.

논문

이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.

DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented Generation

Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts

A Zero-shot Learning Method Based on Large Language Models for Multi-modal Knowledge Graph Embedding

VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily Activities

MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation

VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark

Noise-powered Multi-modal Knowledge Graph Representation Framework

Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment

Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment

MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion

AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities

RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?

Do as I can, not as I get

Modality-Aware Negative Sampling for Multi-modal Knowledge Graph Embedding

Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment

MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning

Multi-modal Siamese Network for Entity Alignment

LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs

Multi-Modal Knowledge Graph Construction and Application: A Survey

AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce

Boosting Entity-aware Image Captioning with Multi-modal Knowledge Graph

A Relational-learning Perspective to Multi-label Chest X-ray Classification

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.