| 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 |
| Revisiting the Role of Language Priors in Vision-Language Models | Jun 2, 2023 | Image-text matchingImage-text Retrieval | CodeCode Available | 1 |
| CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers | May 27, 2023 | Image CaptioningImage Retrieval | CodeCode Available | 1 |
| S-CLIP: Semi-supervised Vision-Language Learning using Few Specialist Captions | May 23, 2023 | Contrastive LearningImage-text Retrieval | CodeCode Available | 1 |
| Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense Captioner | May 19, 2023 | Dense CaptioningImage Captioning | CodeCode Available | 1 |
| Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers | May 11, 2023 | Contrastive LearningImage-text Retrieval | CodeCode Available | 1 |
| From Association to Generation: Text-only Captioning by Unsupervised Cross-modal Mapping | Apr 26, 2023 | DecoderImage Captioning | CodeCode Available | 1 |
| Learnable Pillar-based Re-ranking for Image-Text Retrieval | Apr 25, 2023 | Image-text RetrievalRe-Ranking | CodeCode Available | 1 |
| Rethinking Benchmarks for Cross-modal Image-text Retrieval | Apr 21, 2023 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| Image-text Retrieval via Preserving Main Semantics of Vision | Apr 20, 2023 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| Hyperbolic Image-Text Representations | Apr 18, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Equivariant Similarity for Vision-Language Foundation Models | Mar 25, 2023 | Image-text RetrievalRetrieval | CodeCode Available | 1 |
| Multimodal Federated Learning via Contrastive Representation Ensemble | Feb 17, 2023 | Federated LearningImage-text Retrieval | CodeCode Available | 1 |
| UniAdapter: Unified Parameter-Efficient Transfer Learning for Cross-modal Modeling | Feb 13, 2023 | Image-text RetrievalRetrieval | 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 |
| UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers | Jan 31, 2023 | Image CaptioningImage Classification | 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 |
| FlexiViT: One Model for All Patch Sizes | Dec 15, 2022 | AllImage-text Retrieval | CodeCode Available | 1 |
| Benchmarking Robustness of Multimodal Image-Text Models under Distribution Shift | Dec 15, 2022 | BenchmarkingImage Captioning | CodeCode Available | 1 |
| ComCLIP: Training-Free Compositional Image and Text Matching | Nov 25, 2022 | Image-text matchingImage-text Retrieval | CodeCode Available | 1 |
| Seeing What You Miss: Vision-Language Pre-training with Semantic Completion Learning | Nov 24, 2022 | cross-modal alignmentImage-text Retrieval | CodeCode Available | 1 |
| MAP: Multimodal Uncertainty-Aware Vision-Language Pre-training Model | Oct 11, 2022 | Contrastive LearningImage-text matching | CodeCode Available | 1 |
| Mr. Right: Multimodal Retrieval on Representation of ImaGe witH Text | Sep 28, 2022 | Image CaptioningImage Retrieval | CodeCode Available | 1 |
| FETA: Towards Specializing Foundation Models for Expert Task Applications | Sep 8, 2022 | Domain GeneralizationFew-Shot Learning | CodeCode Available | 1 |
| Efficient Vision-Language Pretraining with Visual Concepts and Hierarchical Alignment | Aug 29, 2022 | cross-modal alignmentImage-text Retrieval | CodeCode Available | 1 |
| MixGen: A New Multi-Modal Data Augmentation | Jun 16, 2022 | Data AugmentationImage-text Retrieval | 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 |
| Cross-View Language Modeling: Towards Unified Cross-Lingual Cross-Modal Pre-training | Jun 1, 2022 | Contrastive LearningCross-Lingual Transfer | 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 |
| CCMB: A Large-scale Chinese Cross-modal Benchmark | May 8, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| Where Does the Performance Improvement Come From? -- A Reproducibility Concern about Image-Text Retrieval | Mar 8, 2022 | Image-text RetrievalInformation Retrieval | CodeCode Available | 1 |
| FILIP: Fine-grained Interactive Language-Image Pre-Training | Nov 9, 2021 | image-classificationImage Classification | CodeCode Available | 1 |
| VLMo: Unified Vision-Language Pre-Training with Mixture-of-Modality-Experts | Nov 3, 2021 | Image RetrievalImage-text Retrieval | CodeCode Available | 1 |
| Align before Fuse: Vision and Language Representation Learning with Momentum Distillation | Jul 16, 2021 | Cross-Modal RetrievalGrounded language learning | CodeCode Available | 1 |
| Dynamic Modality Interaction Modeling for Image-Text Retrieval | Jul 11, 2021 | cross-modal alignmentCross-Modal 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 Deep Local and Global Scene-Graph Matching for Image-Text Retrieval | Jun 4, 2021 | Graph MatchingImage Retrieval | CodeCode Available | 1 |
| Learning Relation Alignment for Calibrated Cross-modal Retrieval | May 28, 2021 | Cross-Modal RetrievalImage-text Retrieval | CodeCode Available | 1 |
| LightningDOT: Pre-training Visual-Semantic Embeddings for Real-Time Image-Text Retrieval | Mar 16, 2021 | Image-text RetrievalRe-Ranking | CodeCode Available | 1 |
| GLoRIA: A Multimodal Global-Local Representation Learning Framework for Label-Efficient Medical Image Recognition | Jan 1, 2021 | Image-text RetrievalMedical Image Analysis | CodeCode Available | 1 |
| Learning the Best Pooling Strategy for Visual Semantic Embedding | Nov 9, 2020 | Cross-Modal Information 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 |
| Graph Optimal Transport for Cross-Domain Alignment | Jun 26, 2020 | Graph MatchingImage Captioning | CodeCode Available | 1 |
| Large-Scale Adversarial Training for Vision-and-Language Representation Learning | Jun 11, 2020 | Image-text RetrievalQuestion Answering | CodeCode Available | 1 |
| Pixel-BERT: Aligning Image Pixels with Text by Deep Multi-Modal Transformers | Apr 2, 2020 | Image-text matchingImage-text Retrieval | 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 |
| Cross-modal Scene Graph Matching for Relationship-aware Image-Text Retrieval | Oct 11, 2019 | Graph MatchingImage-text Retrieval | CodeCode Available | 1 |
| UNITER: UNiversal Image-TExt Representation Learning | Sep 25, 2019 | Image-text matchingImage-text Retrieval | CodeCode Available | 1 |
| Maximal Matching Matters: Preventing Representation Collapse for Robust Cross-Modal Retrieval | Jun 26, 2025 | Cross-Modal RetrievalImage-text Retrieval | —Unverified | 0 |
| Adding simple structure at inference improves Vision-Language Compositionality | Jun 11, 2025 | AttributeImage-text Retrieval | CodeCode Available | 0 |
