Multimodal Learning

StructXLIP: Enhancing Vision-language Models with Multimodal Structural Cues CVPR 2026 The Visual Iconicity Challenge: Evaluating Vision-Language Models on Sign Language Form–Meaning Mapping ACL 2026 Tiny Scales, Great Challenges: The Limits of Multimodal LLMs in Scale Recognition ACL 2026 Towards Mitigating Modality Bias in Vision-Language Models for Temporal Action Localization ACL 2026 TTAPFormer: Robust Arbitrary Point Tracking via Transient Asynchronous Fusion of Frames and Events CVPR 2026 UAV-CB: A Complex-Background RGB-T Dataset and Local Frequency Bridge Network for UAV Detection CVPR 2026 UNIVID: Unified Vision-Language Model for Video Moderation ACL 2026 VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis ACL 2026 VIAFormer: Voxel-Image Alignment Transformer for High-Fidelity Voxel Refinement CVPR 2026 ViLL-E: Video LLM Embeddings for Retrieval ACL 2026 VisRet: Visualization Improves Knowledge-Intensive Text-to-Image Retrieval ACL 2026 Visual and Memory–Augmented Soccer Commentary Generation ACL 2026 VLN-MME: Diagnosing MLLMs as Language-guided Visual Navigation Agents ACL 2026 Z3D: Zero-Shot 3D Visual Grounding from Images ACL 2026 3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation EMNLP 2025 3DEnhancer: Consistent Multi-View Diffusion for 3D Enhancement CVPR 2025 AbsVis – Benchmarking How Humans and Vision-Language Models “See” Abstract Concepts in Images EMNLP 2025 AC3D: Analyzing and Improving 3D Camera Control in Video Diffusion Transformers CVPR 2025 A Character-Centric Creative Story Generation via Imagination ACL 2025 Acknowledging Focus Ambiguity in Visual Questions ICCV 2025 A Couch Potato is not a Potato on a Couch: Prompting Strategies, Image Generation, and Compositionality Prediction for Noun Compounds ACL 2025 Adapting Text-to-Image Generation with Feature Difference Instruction for Generic Image Restoration CVPR 2025 Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models EMNLP 2025 Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding ACL 2025 Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training CVPR 2025