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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Prompt-based Text Entailment for Low-Resource Named Entity Recognition COLING 2022
Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022
Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition NIPS 2022
Feature-Proxy Transformer for Few-Shot Segmentation NIPS 2022
Few-Shot Fast-Adaptive Anomaly Detection NIPS 2022
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions CVPR 2022
A Benchmark for Neural Readability Assessment of Texts in Spanish EMNLP 2022
Learning To Affiliate: Mutual Centralized Learning for Few-Shot Classification CVPR 2022
Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning 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
CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022
Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation CVPR 2022
Long-Tail Recognition via Compositional Knowledge Transfer CVPR 2022
Learning To Memorize Feature Hallucination for One-Shot Image Generation CVPR 2022
Improving Adversarially Robust Few-Shot Image Classification With Generalizable Representations CVPR 2022
Generalized Few-Shot Semantic Segmentation CVPR 2022
Which Images To Label for Few-Shot Medical Landmark Detection? CVPR 2022
Few-Shot Object Detection With Fully Cross-Transformer CVPR 2022
FS6D: Few-Shot 6D Pose Estimation of Novel Objects CVPR 2022
Generating Representative Samples for Few-Shot Classification 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
Integrative Few-Shot Learning for Classification and Segmentation CVPR 2022