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Few-Shot Learning
618 directly classified papers
Papers per year
2013: 1
2016: 1
2017: 7
2018: 9
2019: 41
2020: 55
2021: 79
2022: 113
2023: 113
2024: 104
2025: 91
2026: 4
Papers
Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting
WACV 2026
Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP
WACV 2026
Any Detector Can Detect Anything
WACV 2026
AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation
WACV 2026
Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation
AAAI 2025
Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence
AAAI 2025
PBECount: Prompt-Before-Extract Paradigm for Class-Agnostic Counting
AAAI 2025
FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images
CVPR 2025
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation
AAAI 2025
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models
CVPR 2025
Making Large Vision Language Models to Be Good Few-Shot Learners
AAAI 2025
Spatial Annealing for Efficient Few-shot Neural Rendering
AAAI 2025
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context
AAAI 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning
CVPR 2025
Virtual CRISPR: Can LLMs Predict CRISPR Screen Results?
ACL 2025
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer
AAAI 2025
ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering
SEMEVAL 2025
Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning
AAAI 2025
ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples
ICCV 2025
Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models
ICCV 2025
SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning
ICCV 2025
Temporal Alignment-Free Video Matching for Few-shot Action Recognition
CVPR 2025
Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning
IJCAI 2025
Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning
IJCAI 2025
Few-Shot Domain Adaptation for Learned Image Compression
AAAI 2025
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