Applications

Hear you are: Teaching LLMs Spatial Reasoning with Vision and Spatial Sound CVPR 2026 HERBench: A Benchmark for Multi-Evidence Integration in Video Question Answering CVPR 2026 HiSpatial: Taming Hierarchical 3D Spatial Understanding in Vision-Language Models CVPR 2026 Illuminating Visual Identity in Universal Multimodal Embeddings CVPR 2026 IsoCLIP: Decomposing CLIP Projectors for Efficient Intra-modal Alignment CVPR 2026 M3Grounder: Mask-Based Multi-Span and Multi-Granular Grounding for Document QA CVPR 2026 MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems ACL 2026 MedFG-VQA: Low-Frequency Memory and Graph Attention for Lightweight Medical VQA CVPR 2026 Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding CVPR 2026 MMLandmarks: a Cross-View Instance-Level Benchmark for Geo-Spatial Understanding CVPR 2026 More than the Sum: Panorama-Language Models for Adverse Omni-Scenes CVPR 2026 MovieRecapsQA: A Multimodal Open-Ended Video Question-Answering Benchmark CVPR 2026 MR-RAG: Multimodal Relevance-Aware Retrieval-Augmented Generation for Medical Visual Question Answering CVPR 2026 OmniBrainBench: A Comprehensive Multimodal Benchmark for Brain Imaging Analysis Across Multi-stage Clinical Tasks CVPR 2026 ORCA: Orchestrated Reasoning with Collaborative Agents for Document Visual Question Answering CVPR 2026 PanoEnv: Exploring 3D Spatial Intelligence in Panoramic Environments with Reinforcement Learning CVPR 2026 POGA: Paraphrased and Oppositional Graph Alignment for Fine-Grained Cross-Modal Retrieval CVPR 2026 POLYCHARTQA: Benchmarking Large Vision-Language Models with Multilingual Chart Question Answering ACL 2026 Protecting multimodal large language models against misleading visualizations ACL 2026 Proxy3D: Efficient 3D Representations for Vision-Language Models via Semantic Clustering and Alignment CVPR 2026 RadImageNet-VQA: A Large-Scale CT and MRI Dataset for Radiologic Visual Question Answering MIDL 2026 ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps CVPR 2026 ReCALL: Recalibrating Capability Degradation for MLLM-based Composed Image Retrieval CVPR 2026 RE-VLM: Event-Augmented Vision-Language Model for Scene Understanding CVPR 2026 RMIR: A Benchmark Dataset for Reasoning-Intensive Multimodal Image Retrieval CVPR 2026