Grounded Multimodal Named Entity Recognition
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Benchmarks
Twitter-GMNER
Most implemented
Advancing Grounded Multimodal Named Entity Recognition via LLM-Based Reformulation and Box-Based Segmentation
LLMs as Bridges: Reformulating Grounded Multimodal Named Entity Recognition
Papers
SAKE: Self-aware Knowledge Exploitation-Exploration for Grounded Multimodal Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) aims to extract named entities and localize their visual regions within image-text pairs, serving as a pivotal capability for various downstream applications. In open-…
Grounded Multimodal Named Entity RecognitionReinforcement LearningE2E-GMNER: End-to-End Generative Grounded Multimodal Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) aims to jointly identify named entity mentions in text, predict their semantic types, and ground each entity to a corresponding visual region in an associated image. E…
Grounded Multimodal Named Entity RecognitionVisual GroundingA Proposal-Free Query-Guided Network for Grounded Multimodal Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) identifies named entities, including their spans and types, in natural language text and grounds them to the corresponding regions in associated images. Most existing …
Grounded Multimodal Named Entity RecognitionMultimodal ReasoningBeyond Unimodal Shortcuts: MLLMs as Cross-Modal Reasoners for Grounded Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) aims to extract text-based entities, assign them semantic categories, and ground them to corresponding visual regions. In this work, we explore the potential of Multim…
Grounded Multimodal Named Entity RecognitionVisual GroundingReFineG: Synergizing Small Supervised Models and LLMs for Low-Resource Grounded Multimodal NER
Grounded Multimodal Named Entity Recognition (GMNER) extends traditional NER by jointly detecting textual mentions and grounding them to visual regions. While existing supervised methods achieve strong performance, they …
Grounded Multimodal Named Entity RecognitionVisual GroundingMulti-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition
Grounded Multimodal Named Entity Recognition (GMNER) is an emerging information extraction (IE) task, aiming to simultaneously extract entity spans, types, and corresponding visual regions of entities from given sentence…
Grounded Multimodal Named Entity RecognitionMachine Reading Comprehensionnamed-entity-recognitionNamed Entity Recognition+2