Multimodal Learning

CHIPS: Efficient CLIP Adaptation via Curvature-aware Hybrid Influence-based Data Selection CVPR 2026 CICA: Coupling Confidence-Aware Pretraining with Confidence-Informed Attention for Robust Multimodal Sentiment Analysis CVPR 2026 Cinematic Audio Source Separation Using Visual Cues CVPR 2026 CineSRD: Leveraging Visual, Acoustic, and Linguistic Cues for Open-World Visual Media Speaker Diarization CVPR 2026 CLCR: Cross-Level Semantic Collaborative Representation for Multimodal Learning CVPR 2026 CLIP-IT: CLIP-based Pairing of Histology Images with Privileged Textual Information WACV 2026 Collaboration of Fusion and Independence: Hypercomplex-driven Robust Multi-Modal Knowledge Graph Completion ACL 2026 Concept-Aware Batch Sampling Improves Language-Image Pretraining CVPR 2026 Conditional Text-to-Image Generation with Reference Guidance WACV 2026 ConsistCompose: Unified Multimodal Layout Control for Image Composition CVPR 2026 CoRiM: Conflict-driven Risk Minimization for Dynamic Multimodal Fusion CVPR 2026 CoV-Align: Efficient Fine-grained Cross-Modal Alignment with Cohesive Visual Semantics Priority CVPR 2026 CRFT: Consistent-Recurrent Feature Flow Transformer for Cross-Modal Image Registration CVPR 2026 Cross-Hand Latent Representation for Vision-Language-Action Models CVPR 2026 Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video CVPR 2026 Customized Fusion: A Closed-Loop Dynamic Network for Adaptive Multi-Task-Aware Infrared-Visible Image Fusion CVPR 2026 Cut to the Chase: Training-free Multimodal Summarization via Chain-of-Events CVPR 2026 DarkAct: A RGB-Thermal Dataset and Fusion Framework for Multimodal Low-Light Action Recognition CVPR 2026 Decoupling Stability and Plasticity for Multi-Modal Test-Time Adaptation CVPR 2026 Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models CVPR 2026 DEVA: Fine-tuning Multimodal Large Language Models for Visual Perception Tasks CVPR 2026 DIMOS: Disentangling Instance-level Moving Object Segmentation CVPR 2026 Distribution-Aligned Multimodal Fusion for Robust Object Detection CVPR 2026 DomainCQA: Crafting Knowledge-Intensive QA from Domain-Specific Charts AAAI 2026 DPL: Decoupled Prototype Learning for Enhancing Robustness of Vision-Language Transformers to Missing Modalities CVPR 2026