| Attacking Attention of Foundation Models Disrupts Downstream Tasks | Jun 3, 2025 | Depth EstimationImage-text Retrieval | CodeCode Available | 0 |
| Distill CLIP (DCLIP): Enhancing Image-Text Retrieval via Cross-Modal Transformer Distillation | May 25, 2025 | Contrastive LearningImage-text Retrieval | —Unverified | 0 |
| EvdCLIP: Improving Vision-Language Retrieval with Entity Visual Descriptions from Large Language Models | May 24, 2025 | Image-text RetrievalLanguage Modeling | —Unverified | 0 |
| Representation Discrepancy Bridging Method for Remote Sensing Image-Text Retrieval | May 22, 2025 | cross-modal alignmentImage-text Retrieval | —Unverified | 0 |
| Breaking Language Barriers or Reinforcing Bias? A Study of Gender and Racial Disparities in Multilingual Contrastive Vision Language Models | May 20, 2025 | Image-text RetrievalText Retrieval | —Unverified | 0 |
| A Vision-Language Foundation Model for Leaf Disease Identification | May 11, 2025 | Contrastive Learningimage-classification | CodeCode Available | 0 |
| AGATE: Stealthy Black-box Watermarking for Multimodal Model Copyright Protection | Apr 28, 2025 | Adversarial AttackAnomaly Detection | —Unverified | 0 |
| Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs | Apr 24, 2025 | Image-text RetrievalInstruction Following | —Unverified | 0 |
| FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations | Apr 11, 2025 | image-classificationImage Classification | —Unverified | 0 |
| SeLIP: Similarity Enhanced Contrastive Language Image Pretraining for Multi-modal Head MRI | Mar 25, 2025 | Contrastive LearningImage Segmentation | —Unverified | 0 |
| Anatomy-Aware Conditional Image-Text Retrieval | Mar 10, 2025 | AnatomyContrastive Learning | —Unverified | 0 |
| Variance-Aware Loss Scheduling for Multimodal Alignment in Low-Data Settings | Mar 5, 2025 | Contrastive LearningImage-text Retrieval | —Unverified | 0 |
| LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning | Mar 4, 2025 | Contrastive LearningImage-text Retrieval | —Unverified | 0 |
| MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations | Mar 2, 2025 | image-classificationImage Classification | —Unverified | 0 |
| Progressive Local Alignment for Medical Multimodal Pre-training | Feb 25, 2025 | Contrastive LearningImage-text Retrieval | —Unverified | 0 |
| SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features | Feb 20, 2025 | FairnessImage-text Retrieval | —Unverified | 0 |
| Fine-tuning Multimodal Transformers on Edge: A Parallel Split Learning Approach | Feb 10, 2025 | Federated LearningImage-text Retrieval | —Unverified | 0 |
| DCFormer: Efficient 3D Vision-Language Modeling with Decomposed Convolutions | Feb 7, 2025 | Anomaly DetectionImage-text Retrieval | —Unverified | 0 |
| MASS: Overcoming Language Bias in Image-Text Matching | Jan 20, 2025 | Image-text matchingImage-text Retrieval | —Unverified | 0 |
| TSVC:Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval | Jan 19, 2025 | Cross-Modal RetrievalImage-text Retrieval | —Unverified | 0 |
| Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training | Jan 1, 2025 | Image-text RetrievalImage to text | —Unverified | 0 |
| Reversed in Time: A Novel Temporal-Emphasized Benchmark for Cross-Modal Video-Text Retrieval | Dec 26, 2024 | Image-text RetrievalInformation Retrieval | CodeCode Available | 0 |
| Barking Up The Syntactic Tree: Enhancing VLM Training with Syntactic Losses | Dec 11, 2024 | Image-text RetrievalQuestion Answering | —Unverified | 0 |
| Explaining and Mitigating the Modality Gap in Contrastive Multimodal Learning | Dec 10, 2024 | Contrastive LearningImage-text Retrieval | —Unverified | 0 |
| VladVA: Discriminative Fine-tuning of LVLMs | Dec 5, 2024 | Image-text RetrievalRepresentation Learning | —Unverified | 0 |