| 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 |
| BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature | Jan 13, 2025 | ArticlesImage-text Retrieval | CodeCode Available | 2 |
| 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 |
| I0T: Embedding Standardization Method Towards Zero Modality Gap | Dec 18, 2024 | Contrastive LearningImage-text Retrieval | CodeCode Available | 1 |
| 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 |
| Approximate Fiber Product: A Preliminary Algebraic-Geometric Perspective on Multimodal Embedding Alignment | Nov 30, 2024 | Image-text RetrievalRepresentation Learning | —Unverified | 0 |
| Knowledge Transfer Across Modalities with Natural Language Supervision | Nov 23, 2024 | Image-text RetrievalNovel Concepts | —Unverified | 0 |
| Uni-Mlip: Unified Self-supervision for Medical Vision Language Pre-training | Nov 20, 2024 | Contrastive Learningimage-classification | —Unverified | 0 |
| A Survey of Medical Vision-and-Language Applications and Their Techniques | Nov 19, 2024 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Nearest Neighbor Normalization Improves Multimodal Retrieval | Oct 31, 2024 | Cross-Modal RetrievalImage Captioning | CodeCode Available | 1 |
| Multilingual Vision-Language Pre-training for the Remote Sensing Domain | Oct 30, 2024 | Cross-Modal Retrievalimage-classification | CodeCode Available | 0 |
| GSSF: Generalized Structural Sparse Function for Deep Cross-modal Metric Learning | Oct 20, 2024 | Image RetrievalImage-text Retrieval | CodeCode Available | 0 |
| CtrlSynth: Controllable Image Text Synthesis for Data-Efficient Multimodal Learning | Oct 15, 2024 | Image-text RetrievalText Retrieval | —Unverified | 0 |
| AnyAttack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models | Oct 7, 2024 | Image CaptioningImage-text Retrieval | —Unverified | 0 |
| From Unimodal to Multimodal: Scaling up Projectors to Align Modalities | Sep 28, 2024 | Image-text RetrievalSemantic Similarity | CodeCode Available | 0 |
| NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-training | Sep 15, 2024 | Contrastive Learningcross-modal alignment | —Unverified | 0 |
| Pushing the Limits of Vision-Language Models in Remote Sensing without Human Annotations | Sep 11, 2024 | Image-text RetrievalText Retrieval | —Unverified | 0 |
| Toward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation | Aug 2, 2024 | Image-text RetrievalRetrieval | —Unverified | 0 |
| PC^2: Pseudo-Classification Based Pseudo-Captioning for Noisy Correspondence Learning in Cross-Modal Retrieval | Aug 2, 2024 | Cross-modal retrieval with noisy correspondenceImage-text Retrieval | CodeCode Available | 1 |
| FiCo-ITR: bridging fine-grained and coarse-grained image-text retrieval for comparative performance analysis | Jul 29, 2024 | Image-text RetrievalModel Selection | CodeCode Available | 0 |