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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Few-Shot Weakly-Supervised Object Detection via Directional Statistics WACV 2022
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation WACV 2022
Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022
Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation WACV 2022
Detecting Tear Gas Canisters With Limited Training Data WACV 2022
SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning WACV 2022
FLUID: Few-Shot Self-Supervised Image Deraining WACV 2022
PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations WACV 2022
Enhancing Few-Shot Image Classification With Unlabelled Examples WACV 2022
MaskSplit: Self-Supervised Meta-Learning for Few-Shot Semantic Segmentation WACV 2022
Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations IJCAI 2022
Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022
Function-words Adaptively Enhanced Attention Networks for Few-Shot Inverse Relation Classification IJCAI 2022
Information Augmentation for Few-shot Node Classification IJCAI 2022
Few-Shot Learning on Graphs IJCAI 2022
Improved Relation Networks for End-to-End Speaker Verification and Identification INTERSPEECH 2022
Cross-Domain Few-Shot Graph Classification AAAI 2022
Label Hallucination for Few-Shot Classification AAAI 2022
Successive Prompting for Decomposing Complex Questions EMNLP 2022
Learning Instructions with Unlabeled Data for Zero-Shot Cross-Task Generalization EMNLP 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022
EvEntS ReaLM: Event Reasoning of Entity States via Language Models EMNLP 2022
Large language models are few-shot clinical information extractors EMNLP 2022
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks EMNLP 2022