Latest Research in Multimodal Retrieval Systems

31 research papers · 2026 median publication year

Top Research Topics in Multimodal Retrieval Systems

Highest-Cited Papers

  1. Enhancing Video Captioning with Global Transformer and Beetle Optimization Techniques
  2. Attention-enhanced vision transformer hashing for hybrid image retrieval
  3. Hyperspectral dual-comb compressive ghost imaging with deep learning reconstruction
  4. Reliability-Conditioned Heterogeneous Foundation-Model Residual Fusion for Multimodal Disaster Classification
  5. QMSR: Query-Conditioned Mask-wise Expert Routing for Robust Open-Vocabulary Underwater Object Retrieval
  6. Redemption Score: A Multi-Modal Evaluation Framework for Image Captioning via Distributional, Perceptual, and Linguistic Signal Triangulation
  7. Query-Conditioned Spherical Centroid Aggregation for Multimodal Retrieval
  8. PACE: Progressive Angular-to-Norm Contrastive Embedding
  9. Rigel: Self-Distilled Score Adaptation for Image and Video Captioning Evaluation
  10. RA-CoA: Training-free Fashion Image Captioning via Retrieval-Augmented Chain-of-Attributes
  11. Statistical Model-Driven Similarity Hashing for Unsupervised Multimedia Retrieval.
  12. When to Align, When to Predict: A Phase Diagram for Multimodal Learning
  13. Human-Centric Image Captioning with Subject-Centered Spatial Understanding
  14. Exploring Bottom-Up Clustering for Creating Semantic IDs
  15. Fusion of local and global feature representation via optimised transfer learning approach on enhanced content-based image retrieval systems
  16. FineHOI: Part-Aware Dense Representations for Zero-Shot Human-Object Interaction Detection
  17. Study on an Image Candidate Generation Method Based on PCA-Guided Projection
  18. Aggregating Neighbor Embedding Projection and Rank-Based Manifold Learning for Image Retrieval
  19. Talk in Pieces, See in Whole: Disentangled and Hierarchical Representation Learning in Language-based Object Detection
  20. Evaluating Perspectival Biases in Cross-Modal Retrieval

Sub-Regions

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
L2 Region - - 2026 Sep Q3

Multimodal Retrieval Systems

31 papers

Top Topics (10)

Computer Vision and Pattern Recognition13
Information Retrieval4
Multimodal Machine Learning Applications3
Advanced Image and Video Retrieval Techniques3
Machine Learning2
Medical Imaging Techniques and Applications1
Public Relations and Crisis Communication1
Robotics1
Image Retrieval and Classification Techniques1
Multimedia1

Top Publications (20)

1.Enhancing Video Captioning with Global Transformer and Beetle Optimization Techniques2.Attention-enhanced vision transformer hashing for hybrid image retrieval3.Hyperspectral dual-comb compressive ghost imaging with deep learning reconstruction4.Reliability-Conditioned Heterogeneous Foundation-Model Residual Fusion for Multimodal Disaster Classification5.QMSR: Query-Conditioned Mask-wise Expert Routing for Robust Open-Vocabulary Underwater Object Retrieval6.Redemption Score: A Multi-Modal Evaluation Framework for Image Captioning via Distributional, Perceptual, and Linguistic Signal Triangulation7.Query-Conditioned Spherical Centroid Aggregation for Multimodal Retrieval8.PACE: Progressive Angular-to-Norm Contrastive Embedding9.Rigel: Self-Distilled Score Adaptation for Image and Video Captioning Evaluation10.RA-CoA: Training-free Fashion Image Captioning via Retrieval-Augmented Chain-of-Attributes11.Statistical Model-Driven Similarity Hashing for Unsupervised Multimedia Retrieval.12.When to Align, When to Predict: A Phase Diagram for Multimodal Learning13.Human-Centric Image Captioning with Subject-Centered Spatial Understanding14.Exploring Bottom-Up Clustering for Creating Semantic IDs15.Fusion of local and global feature representation via optimised transfer learning approach on enhanced content-based image retrieval systems16.FineHOI: Part-Aware Dense Representations for Zero-Shot Human-Object Interaction Detection17.Study on an Image Candidate Generation Method Based on PCA-Guided Projection18.Aggregating Neighbor Embedding Projection and Rank-Based Manifold Learning for Image Retrieval19.Talk in Pieces, See in Whole: Disentangled and Hierarchical Representation Learning in Language-based Object Detection20.Evaluating Perspectival Biases in Cross-Modal Retrieval

Sub-Regions (6)

AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.