| AerialVLN: Vision-and-Language Navigation for UAVs | Aug 13, 2023 | cross-modal alignmentNavigate | CodeCode Available | 2 |
| MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation | Dec 19, 2022 | cross-modal alignmentDenoising | CodeCode Available | 2 |
| Vision-Language Pre-Training with Triple Contrastive Learning | Feb 21, 2022 | Contrastive Learningcross-modal alignment | CodeCode Available | 2 |
| RSRefSeg 2: Decoupling Referring Remote Sensing Image Segmentation with Foundation Models | Jul 8, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval | May 26, 2025 | Contrastive Learningcross-modal alignment | CodeCode Available | 1 |
| U-SAM: An audio language Model for Unified Speech, Audio, and Music Understanding | May 20, 2025 | cross-modal alignmentLanguage Modeling | CodeCode Available | 1 |
| MSCI: Addressing CLIP's Inherent Limitations for Compositional Zero-Shot Learning | May 15, 2025 | Compositional Zero-Shot Learningcross-modal alignment | CodeCode Available | 1 |
| CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment | May 2, 2025 | audio-visual learningcross-modal alignment | CodeCode Available | 1 |
| Multimodal Fusion and Vision-Language Models: A Survey for Robot Vision | Apr 3, 2025 | 3D Object Detectioncross-modal alignment | CodeCode Available | 1 |
| BiPVL-Seg: Bidirectional Progressive Vision-Language Fusion with Global-Local Alignment for Medical Image Segmentation | Mar 30, 2025 | cross-modal alignmentImage Segmentation | CodeCode Available | 1 |
| LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation | Mar 25, 2025 | cross-modal alignmentOpen Vocabulary Semantic Segmentation | CodeCode Available | 1 |
| CoMP: Continual Multimodal Pre-training for Vision Foundation Models | Mar 24, 2025 | cross-modal alignment | CodeCode Available | 1 |
| Enhanced OoD Detection through Cross-Modal Alignment of Multi-Modal Representations | Mar 24, 2025 | cross-modal alignmentImage Classification | CodeCode Available | 1 |
| Cross-modal Causal Relation Alignment for Video Question Grounding | Mar 5, 2025 | Contrastive Learningcross-modal alignment | CodeCode Available | 1 |
| SwimVG: Step-wise Multimodal Fusion and Adaption for Visual Grounding | Feb 24, 2025 | cross-modal alignmentVisual Grounding | CodeCode Available | 1 |
| CLIP Behaves like a Bag-of-Words Model Cross-modally but not Uni-modally | Feb 5, 2025 | Attributecross-modal alignment | CodeCode Available | 1 |
| WhiSPA: Semantically and Psychologically Aligned Whisper with Self-Supervised Contrastive and Student-Teacher Learning | Jan 15, 2025 | cross-modal alignmentLanguage Modeling | CodeCode Available | 1 |
| Diffusion Bridge: Leveraging Diffusion Model to Reduce the Modality Gap Between Text and Vision for Zero-Shot Image Captioning | Jan 1, 2025 | cross-modal alignmentDenoising | CodeCode Available | 1 |
| Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Large Model Enhancement | Jan 1, 2025 | cross-modal alignmentKnowledge Distillation | CodeCode Available | 1 |
| Free Lunch Enhancements for Multi-modal Crowd Counting | Jan 1, 2025 | cross-modal alignmentCrowd Counting | CodeCode Available | 1 |
| ASAP: Advancing Semantic Alignment Promotes Multi-Modal Manipulation Detecting and Grounding | Dec 17, 2024 | cross-modal alignment | CodeCode Available | 1 |
| GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency | Dec 12, 2024 | cross-modal alignmentTransfer Learning | CodeCode Available | 1 |
| Multimodal Music Generation with Explicit Bridges and Retrieval Augmentation | Dec 12, 2024 | cross-modal alignmentMultimodal Music Generation | CodeCode Available | 1 |
| Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model | Dec 2, 2024 | cross-modal alignmentKnowledge Distillation | CodeCode Available | 1 |
| SimCMF: A Simple Cross-modal Fine-tuning Strategy from Vision Foundation Models to Any Imaging Modality | Nov 27, 2024 | cross-modal alignment | CodeCode Available | 1 |
