| MAP: Multimodal Uncertainty-Aware Vision-Language Pre-training Model | Oct 11, 2022 | Contrastive LearningImage-text matching | CodeCode Available | 1 |
| Learnable Pillar-based Re-ranking for Image-Text Retrieval | Apr 25, 2023 | Image-text RetrievalRe-Ranking | CodeCode Available | 1 |
| A Prior Instruction Representation Framework for Remote Sensing Image-text Retrieval | Oct 27, 2023 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| Learning Relation Alignment for Calibrated Cross-modal Retrieval | May 28, 2021 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| ESA: External Space Attention Aggregation for Image-Text Retrieval | Oct 10, 2023 | Image-text RetrievalRetrieval | CodeCode Available | 1 |
| Graph Optimal Transport for Cross-Domain Alignment | Jun 26, 2020 | Graph MatchingImage Captioning | CodeCode Available | 1 |
| mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connections | May 24, 2022 | Computational Efficiencycross-modal alignment | CodeCode Available | 1 |
| Multimodal Federated Learning via Contrastive Representation Ensemble | Feb 17, 2023 | Federated LearningImage-text Retrieval | CodeCode Available | 1 |
| Multi-modal Pre-training for Medical Vision-language Understanding and Generation: An Empirical Study with A New Benchmark | Jun 10, 2023 | Image-text RetrievalMedical Report Generation | CodeCode Available | 1 |
| LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Retrieval | Feb 6, 2023 | Image-text RetrievalRetrieval | CodeCode Available | 1 |
| FETA: Towards Specializing Foundation Models for Expert Task Applications | Sep 8, 2022 | Domain GeneralizationFew-Shot Learning | CodeCode Available | 1 |
| Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone | Jun 15, 2022 | Described Object DetectionImage Captioning | CodeCode Available | 1 |
| IMRAM: Iterative Matching with Recurrent Attention Memory for Cross-Modal Image-Text Retrieval | Mar 8, 2020 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| FILIP: Fine-grained Interactive Language-Image Pre-Training | Nov 9, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding | Jun 15, 2023 | Contrastive Learningimage-classification | CodeCode Available | 1 |
| I0T: Embedding Standardization Method Towards Zero Modality Gap | Dec 18, 2024 | Contrastive LearningImage-text Retrieval | CodeCode Available | 1 |
| FlexiViT: One Model for All Patch Sizes | Dec 15, 2022 | AllImage-text Retrieval | CodeCode Available | 1 |
| CoSMo: Content-Style Modulation for Image Retrieval With Text Feedback | Jun 19, 2021 | Image RetrievalImage-text Retrieval | CodeCode Available | 1 |
| A Comparison of Pre-trained Vision-and-Language Models for Multimodal Representation Learning across Medical Images and Reports | Sep 3, 2020 | Image-text RetrievalMedical Visual Question Answering | CodeCode Available | 1 |
| Image-text Retrieval via Preserving Main Semantics of Vision | Apr 20, 2023 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| Large-Scale Adversarial Training for Vision-and-Language Representation Learning | Jun 11, 2020 | Image-text RetrievalQuestion Answering | CodeCode Available | 1 |
| LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Sparse Retrieval | Jan 1, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| MLLMs-Augmented Visual-Language Representation Learning | Nov 30, 2023 | Image-text RetrievalRepresentation Learning | CodeCode Available | 1 |
| VladVA: Discriminative Fine-tuning of LVLMs | Dec 5, 2024 | Image-text RetrievalRepresentation Learning | —Unverified | 0 |
| Direction-Oriented Visual-semantic Embedding Model for Remote Sensing Image-text Retrieval | Oct 12, 2023 | Cross-Modal RetrievalImage-text Retrieval | —Unverified | 0 |
