Foundation Models

Towards Generalized Representations for Low-Light Understanding: When Signal Constancy Meets Semantic Enrichment CVPR 2026 Ultra-ECP: Ellipse-Constrained and Point-Robust Foundation Model Adaptation for Fetal Cardiac Ultrasound Segmentation MIDL 2026 UltraEval-Audio: A Unified Framework for Comprehensive Evaluation of Audio Foundation Models ACL 2026 Unlocking 2D Promptable Foundation Models for 3D Vessel Segmentation by Automatic Prompt Generation MIDL 2026 Virtual-Eyes: Quantitative Validation of a Lung CT Quality-Control Pipeline for Foundation-Model Cancer Risk Prediction MIDL 2026 AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP CVPR 2025 Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training CVPR 2025 (Almost) Free Modality Stitching of Foundation Models EMNLP 2025 AnomalyDINO: Boosting Patch-Based Few-Shot Anomaly Detection with DINOv2 WACV 2025 AoP-SAM: Automation of Prompts for Efficient Segmentation AAAI 2025 Argus: A Compact and Versatile Foundation Model for Vision CVPR 2025 A Survey on Foundation Language Models for Single-cell Biology ACL 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 Beyond the Prompt: Deploying Medical Foundation Models on Diverse Chest X-ray Populations MIDL 2025 Biologically-Constrained Multi-Label Classification with Learnable Domain Knowledge MIDL 2025 Birth and Death of a Rose CVPR 2025 Boosting Segment Anything Model Towards Open-Vocabulary Learning AAAI 2025 Bridging Sequence-Structure Alignment in RNA Foundation Models AAAI 2025 Bridging the Gap between Brain and Machine in Interpreting Visual Semantics: Towards Self-adaptive Brain-to-Text Decoding ICCV 2025 Building a Multi-modal Spatiotemporal Expert for Zero-shot Action Recognition with CLIP AAAI 2025 Can Generative Geospatial Diffusion Models Excel as Discriminative Geospatial Foundation Models? ICCV 2025 ChatTime: A Unified Multimodal Time Series Foundation Model Bridging Numerical and Textual Data AAAI 2025 ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables AISTATS 2025 CLIPErase: Efficient Unlearning of Visual-Textual Associations in CLIP ACL 2025 CLIP-MSM: A Multi-Semantic Mapping Brain Representation for Human High-Level Visual Cortex AAAI 2025