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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Unified Medical Lesion Segmentation via Self-referring Indicator CVPR 2025
Incremental Few-Shot Semantic Segmentation via Multi-Level Switchable Visual Prompts ICCV 2025
PALI-NLP at SemEval 2025 Task 1: Multimodal Idiom Recognition and Alignment SEMEVAL 2025
Towards Effective Foundation Model Adaptation for Extreme Cross-Domain Few-Shot Learning ICCV 2025
DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup ICCV 2025
Zero-Shot Image Restoration Using Few-Step Guidance of Consistency Models (and Beyond) CVPR 2025
Saama Technologies at SemEval-2025 Task 8: Few-shot prompting with LLM-generated examples for question answering on tabular data SEMEVAL 2025
Seeing 3D Through 2D Lenses: 3D Few-Shot Class-Incremental Learning via Cross-Modal Geometric Rectification ICCV 2025
VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025
Enhance Vision-Language Alignment with Noise AAAI 2025
Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025
Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning AAAI 2025
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025
Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025
Adaptive Decision Boundary for Few-Shot Class-Incremental Learning AAAI 2025
Multi-modal Deepfake Detection via Multi-task Audio-Visual Prompt Learning AAAI 2025
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer AAAI 2025
Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence AAAI 2025
SOVGaussian: Sparse-View 3D Gaussian Splatting for Open-Vocabulary Scene Understanding AAAI 2025
Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025
FIND: Few-Shot Anomaly Inspection with Normal-Only Multi-Modal Data ICCV 2025