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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Learning To Affiliate: Mutual Centralized Learning for Few-Shot Classification CVPR 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches CVPR 2022
Uni-Perceiver: Pre-Training Unified Architecture for Generic Perception for Zero-Shot and Few-Shot Tasks CVPR 2022
Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation CVPR 2022
Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022
Generalized Few-Shot Semantic Segmentation CVPR 2022
Look Closer To Supervise Better: One-Shot Font Generation via Component-Based Discriminator CVPR 2022
Kernelized Few-Shot Object Detection With Efficient Integral Aggregation CVPR 2022
Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022
Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022
Semantic-Aligned Fusion Transformer for One-Shot Object Detection CVPR 2022
Spatio-Temporal Relation Modeling for Few-Shot Action Recognition CVPR 2022
KG-SP: Knowledge Guided Simple Primitives for Open World Compositional Zero-Shot Learning CVPR 2022
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning CVPR 2022
XMP-Font: Self-Supervised Cross-Modality Pre-Training for Few-Shot Font Generation CVPR 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022
C*-algebra Net: A New Approach Generalizing Neural Network Parameters to C*-algebra ICML 2022
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ICML 2022
Missing Modality meets Meta Sampling (M3S): An Efficient Universal Approach for Multimodal Sentiment Analysis with Missing Modality AACL 2022
Cross-lingual Few-Shot Learning on Unseen Languages AACL 2022
MiQA: A Benchmark for Inference on Metaphorical Questions AACL 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing AACL 2022
Contextual Gradient Scaling for Few-Shot Learning WACV 2022
What Makes for Effective Few-Shot Point Cloud Classification? WACV 2022