Multimodal Learning

Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking AAAI 2025 Exploring Contextual Attribute Density in Referring Expression Counting CVPR 2025 Exploring How Generative MLLMs Perceive More Than CLIP with the Same Vision Encoder ACL 2025 Exploring Multimodal Language Models for Sustainability Disclosure Extraction: A Comparative Study NAACL 2025 Exploring the Better Multimodal Synergy Strategy for Vision-Language Models AAAI 2025 Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? ACL 2025 Extract Free Dense Misalignment from CLIP AAAI 2025 F^3OCUS - Federated Finetuning of Vision-Language Foundation Models with Optimal Client Layer Updating Strategy via Multi-objective Meta-Heuristics CVPR 2025 FaceSpeak: Expressive and High-Quality Speech Synthesis from Human Portraits of Different Styles AAAI 2025 FD2-Net: Frequency-Driven Feature Decomposition Network for Infrared-Visible Object Detection AAAI 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 FG-CLIP: Fine-Grained Visual and Textual Alignment ICML 2025 Fine-Grained Controllable Video Generation via Object Appearance and Context WACV 2025 Finer-CAM: Spotting the Difference Reveals Finer Details for Visual Explanation CVPR 2025 Flash-Split: 2D Reflection Removal with Flash Cues and Latent Diffusion Separation CVPR 2025 FlexGen: Flexible Multi-View Generation from Text and Image Inputs ICCV 2025 FlexiReID: Adaptive Mixture of Expert for Multi-Modal Person Re-Identification ICML 2025 FOCUS: Evaluating Pre-trained Vision-Language Models on Underspecification Reasoning ACL 2025 Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025 Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP 2025 FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025 FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing ICCV 2025 From Behavioral Performance to Internal Competence: Interpreting Vision-Language Models with VLM-Lens EMNLP 2025 From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech CVPR 2025 From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding EMNLP 2025