Vision-Language Models

SAIST: Segment Any Infrared Small Target Model Guided by Contrastive Language-Image Pretraining CVPR 2025 SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation CVPR 2025 Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents CVPR 2025 Scalable Vision Language Model Training via High Quality Data Curation ACL 2025 SciVer: Evaluating Foundation Models for Multimodal Scientific Claim Verification ACL 2025 SciVQA 2025: Overview of the First Scientific Visual Question Answering Shared Task ACL 2025 SEA: Supervised Embedding Alignment for Token-Level Visual-Textual Integration in MLLMs EMNLP 2025 Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models EMNLP 2025 Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection CVPR 2025 Self-Evolving Visual Concept Library using Vision-Language Critics CVPR 2025 SemEval-2025 Task 1: AdMIRe - Advancing Multimodal Idiomaticity Representation SemEval 2025 SERVAL: Surprisingly Effective Zero-Shot Visual Document Retrieval Powered by Large Vision and Language Models EMNLP 2025 Sharper and Faster mean Better: Towards More Efficient Vision-Language Model for Hour-scale Long Video Understanding ACL 2025 SignAlignLM: Integrating Multimodal Sign Language Processing into Large Language Models ACL 2025 Social Genome: Grounded Social Reasoning Abilities of Multimodal Models EMNLP 2025 Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025 SPHERE: Unveiling Spatial Blind Spots in Vision-Language Models Through Hierarchical Evaluation ACL 2025 Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection AAAI 2025 STING-BEE: Towards Vision-Language Model for Real-World X-ray Baggage Security Inspection CVPR 2025 STOP: Integrated Spatial-Temporal Dynamic Prompting for Video Understanding CVPR 2025 Strengths and Limitations of Word-Based Task Explainability in Vision Language Models: a Case Study on Biological Sex Biases in the Medical Domain ACL 2025 Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025 Table Understanding and (Multimodal) LLMs: A Cross-Domain Case Study on Scientific vs. Non-Scientific Data ACL 2025 TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language Models CVPR 2025 Testing Spatial Intuitions of Humans and Large Language and Multimodal Models in Analogies ACL 2025