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Learning from Different text-image Pairs: A Relation-enhanced Graph Convolutional Network for Multimodal NER

https://doi.org/10.1145/3503161.3548228
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1 of the 17 references listed on this page is in the Retraction Watch database as retracted (export 2026-10-28): 10.1609/aaai.v35i16.17687 (notice 2025-10-26).

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1016/j.neucom.2020.02.093openalex-snapshot
Multi-task learning for aspect term extraction and aspect sentiment classification
inferredcites →https://doi.org/10.1017/s1351324904003559openalex-snapshot
Machine learning-based named entity recognition via effective integration of various evidences
inferredcites →https://doi.org/10.1109/ijcnn.2005.1555942openalex-snapshot
A new model for learning in graph domains
inferredcites →https://doi.org/10.1109/tmm.2020.3013398openalex-snapshot
Object-Aware Multimodal Named Entity Recognition in Social Media Posts With Adversarial Learning
inferredcites →https://doi.org/10.1109/tpami.2018.2844175openalex-snapshot
Mask R-CNN
inferredcites →https://doi.org/10.1145/3402886openalex-snapshot
Deep Interactive Memory Network for Aspect-Level Sentiment Analysis
inferredcites →https://doi.org/10.1145/3474085.3475692openalex-snapshot
Exploiting BERT for Multimodal Target Sentiment Classification through Input Space Translation
inferredcites →https://doi.org/10.1162/tacl_a_00104openalex-snapshot
Named Entity Recognition with Bidirectional LSTM-CNNs
inferredcites →https://doi.org/10.1609/aaai.v34i05.6510openalex-snapshot
Semantics-Aware BERT for Language Understanding
inferredcites →https://doi.org/10.1609/aaai.v35i15.17633openalex-snapshot
RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER
inferredcites →https://doi.org/10.1609/aaai.v35i16.17686openalex-snapshot
Multi-modal Multi-label Emotion Recognition with Heterogeneous Hierarchical Message Passing
inferredcites →https://doi.org/10.1609/aaai.v35i16.17687openalex-snapshot
RETRACTED: Multi-modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.306openalex-snapshot
Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer
inferredcites →https://doi.org/10.18653/v1/2021.wnut-1.11openalex-snapshot
Can images help recognize entities? A study of the role of images for Multimodal NER
inferredcites →https://doi.org/10.18653/v1/n16-1030openalex-snapshot
Neural Architectures for Named Entity Recognition
inferredcites →https://doi.org/10.18653/v1/n18-1078openalex-snapshot
Multimodal Named Entity Recognition for Short Social Media Posts
inferredcites →https://doi.org/10.18653/v1/p18-1185openalex-snapshot
Visual Attention Model for Name Tagging in Multimodal Social Media

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4656122openalex-extracted
Multi-Scale Visual Semantic Enhanced for Multi-Modal Ner
inferred← citeshttps://doi.org/10.1007/978-3-031-46674-8_2openalex-snapshot
Graph Fusion Multimodal Named Entity Recognition Based on Auxiliary Relation Enhancement
inferred← citeshttps://doi.org/10.1007/978-981-92-3531-5_8openalex-snapshot
RGate-MNER: Budgeted Coarse-to-Fine Visual Evidence Gating for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1007/978-981-95-6950-2_1openalex-snapshot
Multi-granular Feature Selection Fusion Method for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1007/978-981-99-4752-2_50openalex-snapshot
A Survey on Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1007/s10489-024-05490-2openalex-snapshot
2M-NER: contrastive learning for multilingual and multimodal NER with language and modal fusion
inferred← citeshttps://doi.org/10.1007/s10579-025-09824-5openalex-snapshot
Aspect-based multimodal sentiment analysis via employing visual-to-emotional-caption translation network using visual-caption pairs
inferred← citeshttps://doi.org/10.1007/s10844-023-00812-1openalex-snapshot
Self-supervised opinion summarization with multi-modal knowledge graph
inferred← citeshttps://doi.org/10.1007/s11042-024-18472-wopenalex-snapshot
MVPN: Multi-granularity visual prompt-guided fusion network for multimodal named entity recognition
inferred← citeshttps://doi.org/10.1007/s11227-024-06347-8openalex-snapshot
Multimodal heterogeneous graph entity-level fusion for named entity recognition with multi-granularity visual guidance
inferred← citeshttps://doi.org/10.1007/s11227-025-07772-zopenalex-snapshot
Enhancing multimodal named entity recognition with multi-granularity knowledge distillation
inferred← citeshttps://doi.org/10.1007/s11227-025-07987-0openalex-snapshot
Stronger interaction brings better performance: fine-grained alignment between different modalities for MNER
inferred← citeshttps://doi.org/10.1016/j.engappai.2026.115704openalex-snapshot
A transformer fusion framework with intra-modal local and inter-modal global attention for image–text multimodal classification
inferred← citeshttps://doi.org/10.1016/j.ipm.2025.104384openalex-snapshot
MCIRP: A multi-granularity cross-modal interaction model based on relational propagation for Multimodal Named Entity Recognition with multiple images
inferred← citeshttps://doi.org/10.1016/j.jiixd.2026.04.004openalex-snapshot
Deep modular skip-attention networks for multimodal named entity recognition
inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128792openalex-snapshot
CRISP: A cross-modal integration framework based on the surprisingly popular algorithm for multimodal named entity recognition
inferred← citeshttps://doi.org/10.1038/s41598-025-01708-6openalex-snapshot
MAHE: a multiscale and hybrid expert-based model for image-text enhanced named entity recognition on social media
inferred← citeshttps://doi.org/10.1080/09544828.2023.2301230openalex-snapshot
Evolving to multi-modal knowledge graphs for engineering design: state-of-the-art and future challenges
inferred← citeshttps://doi.org/10.1093/comjnl/bxae030openalex-snapshot
GNN-Based Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1109/access.2024.3400250openalex-snapshot
DGHC: A Hybrid Algorithm for Multi-Modal Named Entity Recognition Using Dynamic Gating and Correlation Coefficients With Visual Enhancements
inferred← citeshttps://doi.org/10.1109/ainit61980.2024.10581703openalex-snapshot
Chinese Multimodal Named Entity Recognition in Conversational Scenarios
inferred← citeshttps://doi.org/10.1109/cac67268.2025.11487889openalex-snapshot
M 3 -Fusion: A Macro-Micro-Macro Hierarchical Framework for Multimodal Named Entity Recognition with Multiple Images
inferred← citeshttps://doi.org/10.1109/cscwd68734.2026.11581691openalex-snapshot
A Dynamic Modal Debiasing Framework Based on Causal Inference for Multimodal NER
inferred← citeshttps://doi.org/10.1109/ijcnn60899.2024.10651087openalex-snapshot
SAMNER: Image Screening and Cross-Modal Alignment Networks for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1109/ijcnn64981.2025.11229158openalex-snapshot
Chinese Multimodal NER Base On Hierarchical Subnetwork And Feature Fusion
inferred← citeshttps://doi.org/10.1109/tai.2023.3326416openalex-snapshot
Text-Image Scene Graph Fusion for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1109/taslpro.2025.3555106openalex-snapshot
GenEn-MNER: Enhancing Nested Chinese NER With Multimodal Fusion and Alignment via Speech-to-Text Generation
inferred← citeshttps://doi.org/10.1109/taslpro.2026.3651977openalex-snapshot
Visual Knowledge-Enhanced LLaVA for Fine-Grained Multimodal Named Entity Recognition and Grounding
inferred← citeshttps://doi.org/10.1109/tce.2024.3505598openalex-snapshot
Multimodal Entity Recognition and Relation Extraction via Dynamic Visual-Textual Enhanced Fusion for Social Media Applications in Consumer Electronics
inferred← citeshttps://doi.org/10.1109/tcss.2023.3303027openalex-snapshot
Dynamic Graph Construction Framework for Multimodal Named Entity Recognition in Social Media
inferred← citeshttps://doi.org/10.1109/tcss.2023.3323402openalex-snapshot
GDN-CMCF: A Gated Disentangled Network With Cross-Modality Consensus Fusion for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1109/tcss.2024.3402738openalex-snapshot
End-to-End Visual Grounding Framework for Multimodal NER in Social Media Posts
inferred← citeshttps://doi.org/10.1109/tcss.2026.3689752openalex-snapshot
An MLLM-Assisted Denoising Multiscale Visual Fusion Framework for MNER-MI
inferred← citeshttps://doi.org/10.1109/tmm.2024.3408038openalex-snapshot
DEER: Distribution Divergence-Based Graph Contrast for Partial Label Learning on Graphs
inferred← citeshttps://doi.org/10.1109/tmm.2025.3543105openalex-snapshot
Adaptive Multi-Scale Language Reinforcement for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1109/tmm.2026.3664998openalex-snapshot
Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation
inferred← citeshttps://doi.org/10.1145/3581783.3612095openalex-snapshot
Learning Implicit Entity-object Relations by Bidirectional Generative Alignment for Multimodal NER
inferred← citeshttps://doi.org/10.1145/3581783.3612322openalex-snapshot
Fine-Grained Multimodal Named Entity Recognition and Grounding with a Generative Framework
inferred← citeshttps://doi.org/10.1145/3581783.3612470openalex-snapshot
MCG-MNER: A Multi-Granularity Cross-Modality Generative Framework for Multimodal NER with Instruction
inferred← citeshttps://doi.org/10.1145/3581783.3612575openalex-snapshot
DRIN: Dynamic Relation Interactive Network for Multimodal Entity Linking
inferred← citeshttps://doi.org/10.1145/3583780.3614967openalex-snapshot
MGICL: Multi-Grained Interaction Contrastive Learning for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3583780.3614975openalex-snapshot
MPMRC-MNER: A Unified MRC framework for Multimodal Named Entity Recognition based Multimodal Prompt
inferred← citeshttps://doi.org/10.1145/3627673.3679706openalex-snapshot
ALDF: An Adaptive Logical Decision Framework for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3664647.3680954openalex-snapshot
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment
inferred← citeshttps://doi.org/10.1145/3664647.3681598openalex-snapshot
Generative Multimodal Data Augmentation for Low-Resource Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3678879openalex-snapshot
Dual Contrastive Learning for Cross-Domain Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3731715.3733430openalex-snapshot
SEPA: An Semantic Projection Alignment Framework for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3746027.3755812openalex-snapshot
CODE: Towards Partial Label Graph Learning via Coupled Dual Separation
inferred← citeshttps://doi.org/10.1145/3805622.3810756openalex-snapshot
TASEN: Topic-Aware Semantic Enhancement Network for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.1145/3805622.3810770openalex-snapshot
CodeMNER: Vision-Language Models are Better Multimodal Named Entity Recognizers via Progressive Vision-Code Alignment
inferred← citeshttps://doi.org/10.1609/aaai.v38i16.29801openalex-snapshot
A Hierarchical Network for Multimodal Document-Level Relation Extraction
inferred← citeshttps://doi.org/10.1609/aaai.v38i17.29831openalex-snapshot
Hierarchical Aligned Multimodal Learning for NER on Tweet Posts
inferred← citeshttps://doi.org/10.18653/v1/2023.acl-long.376openalex-snapshot
Rethinking Multimodal Entity and Relation Extraction from a Translation Point of View
inferred← citeshttps://doi.org/10.18653/v1/2023.acl-long.508openalex-snapshot
Grounded Multimodal Named Entity Recognition on Social Media
inferred← citeshttps://doi.org/10.18653/v1/2023.emnlp-main.561openalex-snapshot
M2DF: Multi-grained Multi-curriculum Denoising Framework for Multimodal Aspect-based Sentiment Analysis
inferred← citeshttps://doi.org/10.18653/v1/2023.findings-emnlp.184openalex-snapshot
Prompting ChatGPT in MNER: Enhanced Multimodal Named Entity Recognition with Auxiliary Refined Knowledge
inferred← citeshttps://doi.org/10.3390/app14062333openalex-snapshot
Visual Clue Guidance and Consistency Matching Framework for Multimodal Named Entity Recognition
inferred← citeshttps://doi.org/10.3390/sym18050769openalex-snapshot
VSGN: Visual–Semantic Guided Interaction Network for Multimodal Named Entity Recognition
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