| 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 |
