SOTAVerified

Image-text matching

Image-Text Matching is a subtask within Cross-Modal Retrieval (CMR) that involves establishing associations between images and corresponding textual descriptions. The goal is to retrieve an image given a textual query or, conversely, retrieve a textual description given an image query. This task is challenging due to the heterogeneity gap between image and text data representations. Image-text matching is used in applications such as content-based image search, visual question answering, and multimodal summarization.

Assessing Brittleness of Image-Text Retrieval Benchmarks from Vision-Language Models Perspective

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 188 papers

TitleStatusHype
DT2I: Dense Text-to-Image Generation from Region Descriptions—0
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
Dynamic and Compressive Adaptation of Transformers From Images to Videos—0
Embedding Arithmetic of Multimodal Queries for Image Retrieval—0
EntityCLIP: Entity-Centric Image-Text Matching via Multimodal Attentive Contrastive Learning—0
EVE: Efficient Vision-Language Pre-training with Masked Prediction and Modality-Aware MoE—0
Expressing Objects just like Words: Recurrent Visual Embedding for Image-Text Matching—0
FSMR: A Feature Swapping Multi-modal Reasoning Approach with Joint Textual and Visual Clues—0
Grounded Image Text Matching with Mismatched Relation Reasoning—0
Hashing based Efficient Inference for Image-Text Matching—0
Hire: Hybrid-modal Interaction with Multiple Relational Enhancements for Image-Text Matching—0
ImageBERT: Cross-modal Pre-training with Large-scale Weak-supervised Image-Text Data—0
Image-Text Matching with Multi-View Attention—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
InterBERT: Vision-and-Language Interaction for Multi-modal Pretraining—0
Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching—0
Knowledge Aware Semantic Concept Expansion for Image-Text Matching—0
Learning Comprehensive Representations with Richer Self for Text-to-Image Person Re-Identification—0
Learning Textual Prompts for Open-World Semi-Supervised Learning—0
Macroscopic Control of Text Generation for Image Captioning—0
MASS: Overcoming Language Bias in Image-Text Matching—0
Multimodal Matching-aware Co-attention Networks with Mutual Knowledge Distillation for Fake News Detection—0
More Than Just Attention: Improving Cross-Modal Attentions with Contrastive Constraints for Image-Text Matching—0
More Than Just Attention: Improving Cross-Modal Attentions with Contrastive Constraints for Image-Text Matching—0
Multi-Head Attention Driven Dynamic Visual-Semantic Embedding for Enhanced Image-Text Matching—0
Show:102550
← PrevPage 6 of 8Next →

No leaderboard results yet.