FB-Net: Dual-Branch Foreground-Background Fusion Network With Multi-Scale Semantic Scanning for Image-Text Retrieval
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3263512
Abstract: As a fundamental branch in cross-modal retrieval, image-text retrieval is still a challenging problem largely due to the complementary and imbalanced relationship between different modalities. However, existing works have not effectively scanned and aligned the… read more here.
Keywords: text retrieval; foreground background; image; image text ... See more keywords
Toward Efficient and Accurate Remote Sensing Image–Text Retrieval With a Coarse-to-Fine Approach
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2024.3494543
Abstract: Existing remote sensing (RS) image-text retrieval methods generally fall into two categories: dual-stream approaches and single-stream approaches. Dual-stream models are efficient but often lack sufficient interaction between visual and textual modalities, while single-stream models offer… read more here.
Keywords: remote sensing; text retrieval; stream; image text ... See more keywords
Dual-Level Representation Enhancement on Characteristic and Context for Image-Text Retrieval
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3182426
Abstract: Image-text retrieval is a fundamental and vital task in multi-media retrieval and has received growing attention since it connects heterogeneous data. Previous methods that perform well on image-text retrieval mainly focus on the interaction between… read more here.
Keywords: text retrieval; level representation; image; image text ... See more keywords
Temporal Multimodal Graph Transformer With Global-Local Alignment for Video-Text Retrieval
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3207910
Abstract: Video-text retrieval is a crucial task that has been a powerful application for multi-media data analysis and attracted tremendous interest in the research area. The core steps are feature representations and alignment to overcome the… read more here.
Keywords: video text; text retrieval; video; local alignment ... See more keywords
Reliable Phrase Feature Mining for Hierarchical Video-Text Retrieval
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2024.3422869
Abstract: Video-Text Retrieval is a fundamental task in multi-modal understanding and has attracted increasing attention from both academia and industry communities in recent years. Generally, video inherently contains multi-grained semantic and each video corresponds to several… read more here.
Keywords: text retrieval; video; phrase; reliable phrase ... See more keywords
Agent-Based Control Prompt Tuning for Video-Text Retrieval
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2025.3574726
Abstract: Large-scale image-text pre-trained models have shown promising transferability to various downstream tasks. Video-text retrieval benefits from it by transferring pre-trained CLIP to video-text domain. Although these pre-trained models have shown impressive performance, full fine-tuning becomes… read more here.
Keywords: prompt tuning; video text; text retrieval; agent ... See more keywords
Feature First: Advancing Image-Text Retrieval Through Improved Visual Features
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2023.3316077
Abstract: Current image-text retrieval methods mainly utilize region features that provide object-level information to represent images, making the retrieval results more accurate and interpretable. However, there are several issues with region features, such as lack of… read more here.
Keywords: text retrieval; text; image text; visual features ... See more keywords
Partial Scene Text Retrieval
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2024.3496576
Abstract: The task of partial scene text retrieval involves localizing and searching for text instances that are the same or similar to a given query text from an image gallery. However, existing methods can only handle… read more here.
Keywords: text retrieval; text line; text; partial patches ... See more keywords
Dual-stage framework with soft-label distillation and spatial prompting for image-text retrieval
Sign Up to like & getrecommendations! Published in 2025 at "PLOS One"
DOI: 10.1371/journal.pone.0333084
Abstract: Vision-language pre-training (VLP) methods have significantly advanced cross-modal tasks in recent years. However, image-text retrieval still faces two critical challenges: inter-modal matching deficiency and intra-modal fine-grained localization deficiency. These issues significantly impede the accuracy of… read more here.
Keywords: image text; text retrieval; dual stage;