VLM2GeoVec: Toward Universal Multimodal Embeddings for Remote Sensing
Fuente:
arXiv
Saved in:
| Main Authors: | Aimar, Emanuel Sánchez, Zhambulova, Gulnaz, Khan, Fahad Shahbaz, Xu, Yonghao, Felsberg, Michael |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Flexible Distribution Alignment: Towards Long-tailed Semi-supervised Learning with Proper Calibration
by: Aimar, Emanuel Sanchez, et al.
Published: (2023)
by: Aimar, Emanuel Sanchez, et al.
Published: (2023)
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval
by: Kong, Fanheng, et al.
Published: (2025)
by: Kong, Fanheng, et al.
Published: (2025)
U-MARVEL: Unveiling Key Factors for Universal Multimodal Retrieval via Embedding Learning with MLLMs
by: Li, Xiaojie, et al.
Published: (2025)
by: Li, Xiaojie, et al.
Published: (2025)
Prototype-Driven Structure Synergy Network for Remote Sensing Images Segmentation
by: Wang, Junyi, et al.
Published: (2025)
by: Wang, Junyi, et al.
Published: (2025)
xVLM2Vec: Adapting LVLM-based embedding models to multilinguality using Self-Knowledge Distillation
by: Musacchio, Elio, et al.
Published: (2025)
by: Musacchio, Elio, et al.
Published: (2025)
A Resource-Efficient Training Framework for Remote Sensing Text--Image Retrieval
by: Zhang, Weihang, et al.
Published: (2025)
by: Zhang, Weihang, et al.
Published: (2025)
E5-V: Universal Embeddings with Multimodal Large Language Models
by: Jiang, Ting, et al.
Published: (2024)
by: Jiang, Ting, et al.
Published: (2024)
Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval
by: Ning, Hailong, et al.
Published: (2025)
by: Ning, Hailong, et al.
Published: (2025)
Compressing then Matching: An Efficient Pre-training Paradigm for Multimodal Embedding
by: Li, Da, et al.
Published: (2025)
by: Li, Da, et al.
Published: (2025)
Cross-Modal Pre-Aligned Method with Global and Local Information for Remote-Sensing Image and Text Retrieval
by: Sun, Zengbao, et al.
Published: (2024)
by: Sun, Zengbao, et al.
Published: (2024)
VLM-KG: Multimodal Radiology Knowledge Graph Generation
by: Abdullah, Abdullah, et al.
Published: (2025)
by: Abdullah, Abdullah, et al.
Published: (2025)
UniNote: A Unified Embedding Model for Multimodal Representation and Ranking
by: Zhao, Jinghan, et al.
Published: (2026)
by: Zhao, Jinghan, et al.
Published: (2026)
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs
by: Lin, Sheng-Chieh, et al.
Published: (2024)
by: Lin, Sheng-Chieh, et al.
Published: (2024)
Health Misinformation Detection in Web Content via Web2Vec: A Structural-, Content-based, and Context-aware Approach based on Web2Vec
by: Upadhyay, Rishabh, et al.
Published: (2024)
by: Upadhyay, Rishabh, et al.
Published: (2024)
Towards Universal Video Retrieval: Generalizing Video Embedding via Synthesized Multimodal Pyramid Curriculum
by: Guo, Zhuoning, et al.
Published: (2025)
by: Guo, Zhuoning, et al.
Published: (2025)
The Curious Case of High-Dimensional Indexing as a File Structure: A Case Study of eCP-FS
by: Khan, Omar Shahbaz, et al.
Published: (2025)
by: Khan, Omar Shahbaz, et al.
Published: (2025)
Embedding-based Retrieval in Multimodal Content Moderation
by: Liang, Hanzhong, et al.
Published: (2025)
by: Liang, Hanzhong, et al.
Published: (2025)
Neurosymbolic Inference On Foundation Models For Remote Sensing Text-to-image Retrieval With Complex Queries
by: Mezzi, Emanuele, et al.
Published: (2025)
by: Mezzi, Emanuele, et al.
Published: (2025)
MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval
by: Tu, Rong-Cheng, et al.
Published: (2025)
by: Tu, Rong-Cheng, et al.
Published: (2025)
SAIL-Embedding Technical Report: Omni-modal Embedding Foundation Model
by: Lin, Lin, et al.
Published: (2025)
by: Lin, Lin, et al.
Published: (2025)
Beyond Global Similarity: Towards Fine-Grained, Multi-Condition Multimodal Retrieval
by: Lu, Xuan, et al.
Published: (2026)
by: Lu, Xuan, et al.
Published: (2026)
Does Vec2Text Pose a New Corpus Poisoning Threat?
by: Zhuang, Shengyao, et al.
Published: (2024)
by: Zhuang, Shengyao, et al.
Published: (2024)
VL-CLIP: Enhancing Multimodal Recommendations via Visual Grounding and LLM-Augmented CLIP Embeddings
by: Giahi, Ramin, et al.
Published: (2025)
by: Giahi, Ramin, et al.
Published: (2025)
CrisiSense-RAG: Crisis Sensing Multimodal Retrieval-Augmented Generation for Rapid Disaster Impact Assessment
by: Xiao, Yiming, et al.
Published: (2026)
by: Xiao, Yiming, et al.
Published: (2026)
CLOSP: A Unified Semantic Space for SAR, MSI, and Text in Remote Sensing
by: Cambrin, Daniele Rege, et al.
Published: (2025)
by: Cambrin, Daniele Rege, et al.
Published: (2025)
M3DR: Towards Universal Multilingual Multimodal Document Retrieval
by: Kolavi, Adithya S, et al.
Published: (2025)
by: Kolavi, Adithya S, et al.
Published: (2025)
DeepMMSearch-R1: Empowering Multimodal LLMs in Multimodal Web Search
by: Narayan, Kartik, et al.
Published: (2025)
by: Narayan, Kartik, et al.
Published: (2025)
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval
by: Zhou, Junjie, et al.
Published: (2024)
by: Zhou, Junjie, et al.
Published: (2024)
MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction
by: Xiao, Zilin, et al.
Published: (2025)
by: Xiao, Zilin, et al.
Published: (2025)
Dynamic Multimodal Fusion via Meta-Learning Towards Micro-Video Recommendation
by: Liu, Han, et al.
Published: (2025)
by: Liu, Han, et al.
Published: (2025)
AutoLCZ: Towards Automatized Local Climate Zone Mapping from Rule-Based Remote Sensing
by: Liu, Chenying, et al.
Published: (2024)
by: Liu, Chenying, et al.
Published: (2024)
Unifying Multimodal Retrieval via Document Screenshot Embedding
by: Ma, Xueguang, et al.
Published: (2024)
by: Ma, Xueguang, et al.
Published: (2024)
MOON Embedding: Multimodal Representation Learning for E-commerce Search Advertising
by: Fu, Chenghan, et al.
Published: (2025)
by: Fu, Chenghan, et al.
Published: (2025)
Advancing Re-Ranking with Multimodal Fusion and Target-Oriented Auxiliary Tasks in E-Commerce Search
by: Xu, Enqiang, et al.
Published: (2024)
by: Xu, Enqiang, et al.
Published: (2024)
Large Reasoning Embedding Models: Towards Next-Generation Dense Retrieval Paradigm
by: Tang, Jianting, et al.
Published: (2025)
by: Tang, Jianting, et al.
Published: (2025)
Towards Effective Next POI Prediction: Spatial and Semantic Augmentation with Remote Sensing Data
by: Jiang, Nan, et al.
Published: (2024)
by: Jiang, Nan, et al.
Published: (2024)
Think When Needed: Adaptive Reasoning-Driven Multimodal Embeddings with a Dual-LoRA Architecture
by: Zhang, Longxiang, et al.
Published: (2026)
by: Zhang, Longxiang, et al.
Published: (2026)
Unified Interactive Multimodal Moment Retrieval via Cascaded Embedding-Reranking and Temporal-Aware Score Fusion
by: Thanh, Toan Le Ngo, et al.
Published: (2025)
by: Thanh, Toan Le Ngo, et al.
Published: (2025)
LoVR: A Benchmark for Long Video Retrieval in Multimodal Contexts
by: Cai, Qifeng, et al.
Published: (2025)
by: Cai, Qifeng, et al.
Published: (2025)
Towards Trustworthy Multimodal Recommendation
by: Li, Zixuan
Published: (2026)
by: Li, Zixuan
Published: (2026)
Similar Items
-
Flexible Distribution Alignment: Towards Long-tailed Semi-supervised Learning with Proper Calibration
by: Aimar, Emanuel Sanchez, et al.
Published: (2023) -
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval
by: Kong, Fanheng, et al.
Published: (2025) -
U-MARVEL: Unveiling Key Factors for Universal Multimodal Retrieval via Embedding Learning with MLLMs
by: Li, Xiaojie, et al.
Published: (2025) -
Prototype-Driven Structure Synergy Network for Remote Sensing Images Segmentation
by: Wang, Junyi, et al.
Published: (2025) -
xVLM2Vec: Adapting LVLM-based embedding models to multilinguality using Self-Knowledge Distillation
by: Musacchio, Elio, et al.
Published: (2025)