Foundation Models

Adapting a Pre-trained Single-Cell Foundation Model to Spatial Gene Expression Generation from Histology Images CVPR 2026 AdaSVD: Singular Value Decomposition with Adaptive Mechanisms for Large Multimodal Models CVPR 2026 AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors CVPR 2026 AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM WACV 2026 Chain-of-Models Pre-Training: Rethinking Training Acceleration of Vision Foundation Models CVPR 2026 CoD: A Diffusion Foundation Model for Image Compression CVPR 2026 Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data MIDL 2026 Depth Any Panoramas: A Foundation Model for Panoramic Depth Estimation CVPR 2026 DFD-HR: Generalizable Deepfake Detection via Hierarchical Routing Learning CVPR 2026 Domain-Constrained Distillation of DINOv3 into a Lightweight Foundation Model Toward Point-of-Care Ultrasound MIDL 2026 EditCtrl: Disentangled Local and Global Control for Real-Time Generative Video Editing CVPR 2026 fMRI-LM: Towards a Universal Foundation Model for Language-Aligned fMRI Understanding CVPR 2026 FoundIR-v2: Optimizing Pre-Training Data Mixtures for Image Restoration Foundation Model CVPR 2026 GeoSANE: Learning Geospatial Representations from Models, Not Data CVPR 2026 Grounding Degradations in Natural Language for All-In-One Video Restoration WACV 2026 Improving TabPFN’s Synthetic Data Generation by Integrating Causal Structure UAI 2026 Learning to Drive is a Free Gift: Large-Scale Label-Free Autonomy Pretraining from Unposed In-The-Wild Videos CVPR 2026 LEMON: A Large Endoscopic MONocular Dataset and Foundation Model for Perception in Surgical Settings CVPR 2026 LiteVGGT: Boosting Vanilla VGGT via Geometry-aware Cached Token Merging CVPR 2026 Long-Tail Internet Photo Reconstruction CVPR 2026 Mining Attribute Subspaces for Efficient Fine-tuning of 3D Foundation Models CVPR 2026 MoRE: 3D Visual Geometry Reconstruction Meets Mixture-of-Experts CVPR 2026 Morphe: High-Fidelity Generative Video Streaming with Vision Foundation Model NSDI 2026 Multimodal Medical Image Binding via Shared Text Embeddings WACV 2026 MultiModalPFN: Extending Prior-Data Fitted Networks for Multimodal Tabular Learning CVPR 2026