Few-Shot Learning

AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation WACV 2026 Any Detector Can Detect Anything WACV 2026 Artiverse: A Diverse and Physically Grounded Dataset for Articulated Objects CVPR 2026 BAHAHA at SemEval-2026 Task 1: Benchmarking-Aware Humor Authoring with Hybrid Assessment and Adaptation SemEval 2026 CASPA: Graph-Structured Concept Anchors for Modality-Agnostic Adaptation in Vision-Language Models CVPR 2026 ChimeraLoRA: Multi-Head LoRA-Guided Synthetic Datasets CVPR 2026 Chronological Contrastive Learning: Few-Shot Progression Assessment in Irreversible Diseases MIDL 2026 Cross-Domain Few-Shot Segmentation via Multi-view Progressive Adaptation CVPR 2026 CUET320 at SemEval-2026 Task 10: Few-Shot Large Language Models for Psycholinguistic Marker Extraction and Conspiracy Detection SemEval 2026 DE-CLIP: Few-Shot Anomaly Detection via Difference-Guided Embedding Editing ACL 2026 Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection CVPR 2026 EmoTaG: Emotion-Aware Talking Head Synthesis on Gaussian Splatting with Few-Shot Personalization CVPR 2026 Evaluating the Role of Great Pre-trained Diffusion Models in Few-shot Phase: Warm-up and Acceleration UAI 2026 FastRef: Fast Prototype Refinement for Few-shot Industrial Anomaly Detection CVPR 2026 Few-shot Acoustic Synthesis with Multimodal Flow Matching CVPR 2026 Few-Shot Incremental 3D Object Detection in Dynamic Indoor Environments CVPR 2026 FHAvatar: Fast and High-Fidelity Reconstruction of Face-and-Hair Composable 3D Head Avatar from Few Casual Captures CVPR 2026 First Frame Is the Place to Go for Video Content Customization CVPR 2026 Focus on Background: Exploring SAM's Potential in Few-shot Medical Image Segmentation with Background-centric Prompting CVPR 2026 Heuristic-inspired Reasoning Priors Facilitate Data-Efficient Referring Object Detection CVPR 2026 Hyperbolic Defect Feature Synthesis for Few-Shot Defect Classification CVPR 2026 Language Does Matter for Cross-Domain Few-Shot Visual Feature Enhancement CVPR 2026 Learning Generalizable 3D Medical Image Representations from Mask-Guided Self-Supervision CVPR 2026 Mind the Discriminability Trap in Source-Free Cross-domain Few-shot Learning CVPR 2026 Model Merging is Secretly Certifiable: Non-Vacuous Generalisation Bounds for Low-Shot Learning UAI 2026