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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
Learning Spatial-Semantic Relationship for Facial Attribute Recognition With Limited Labeled Data
CVPR 2021
Entity Concept-enhanced Few-shot Relation Extraction
ACL 2021
LRG at SemEval-2021 Task 4: Improving Reading Comprehension with Abstract Words using Augmentation, Linguistic Features and Voting
ACL 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition
CVPR 2021
Few-Shot Image Generation via Cross-Domain Correspondence
CVPR 2021
Mutual CRF-GNN for Few-Shot Learning
CVPR 2021
Rethinking Class Relations: Absolute-Relative Supervised and Unsupervised Few-Shot Learning
CVPR 2021
Learning Dynamic Alignment via Meta-Filter for Few-Shot Learning
CVPR 2021
Incremental Few-Shot Instance Segmentation
CVPR 2021
Reinforced Attention for Few-Shot Learning and Beyond
CVPR 2021
Hallucination Improves Few-Shot Object Detection
CVPR 2021
Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation
CVPR 2021
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation
CVPR 2021
pixelNeRF: Neural Radiance Fields From One or Few Images
CVPR 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection
CVPR 2021
Few-Shot Object Detection via Classification Refinement and Distractor Retreatment
CVPR 2021
Few-Shot Open-Set Recognition by Transformation Consistency
CVPR 2021
Few-Shot 3D Point Cloud Semantic Segmentation
CVPR 2021
Generalized Few-Shot Object Detection Without Forgetting
CVPR 2021
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning
CVPR 2021
Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning
CVPR 2021
Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling
CVPR 2021
Transformation Invariant Few-Shot Object Detection
CVPR 2021
Dense Relation Distillation With Context-Aware Aggregation for Few-Shot Object Detection
CVPR 2021
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation
CVPR 2021
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