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Few-Shot Learning

2,562 papers

Papers per year

3
167
401
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Papers

CORL: Compositional Representation Learning for Few-Shot Classification WACV 2023
GEMS: Generating Efficient Meta-Subnets WACV 2023
Mobile Robot Manipulation Using Pure Object Detection WACV 2023
One-Shot Doc Snippet Detection: Powering Search in Document Beyond Text WACV 2023
Few-Shot Object Detection via Improved Classification Features WACV 2023
HyperShot: Few-Shot Learning by Kernel HyperNetworks WACV 2023
Few-Shot Learning of Compact Models via Task-Specific Meta Distillation WACV 2023
Few-Shot Object Counting With Similarity-Aware Feature Enhancement WACV 2023
Guiding Users to Where To Give Color Hints for Efficient Interactive Sketch Colorization via Unsupervised Region Prioritization WACV 2023
Semantic Guided Latent Parts Embedding for Few-Shot Learning WACV 2023
Efficient Few-Shot Learning for Pixel-Precise Handwritten Document Layout Analysis WACV 2023
Self-Attention Message Passing for Contrastive Few-Shot Learning WACV 2023
Learning Few-Shot Segmentation From Bounding Box Annotations WACV 2023
LAVA: Label-Efficient Visual Learning and Adaptation WACV 2023
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NIPS 2022
Few-Shot Audio-Visual Learning of Environment Acoustics NIPS 2022
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty NIPS 2022
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification NIPS 2022
Improving Task-Specific Generalization in Few-Shot Learning via Adaptive Vicinal Risk Minimization NIPS 2022
Rethinking Generalization in Few-Shot Classification NIPS 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NIPS 2022
Few-Shot Fast-Adaptive Anomaly Detection NIPS 2022
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing NIPS 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining NIPS 2022
Feature-Proxy Transformer for Few-Shot Segmentation NIPS 2022