few-shot-classifcation topic

List few-shot-classifcation repositories

Few_Shot_Distribution_Calibration

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[ICLR2021 Oral] Free Lunch for Few-Shot Learning: Distribution Calibration

easy-few-shot-learning

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129
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Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.

concise-concepts

241
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15
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This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.

few-shot-classification-leaderboard

375
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74
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Leaderboards for few-shot image classification on miniImageNet, tieredImageNet, FC100, and CIFAR-FS.

TIM

116
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(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297

renet

107
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17
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[ICCV'21] Official PyTorch implementation of Relational Embedding for Few-Shot Classification

simple-cnaps

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24
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Source codes for "Improved Few-Shot Visual Classification" (CVPR 2020), "Enhancing Few-Shot Image Classification with Unlabelled Examples" (WACV 2022), and "Beyond Simple Meta-Learning: Multi-Purpose...

classy-classification

204
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14
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This repository contains an easy and intuitive approach to few-shot classification using sentence-transformers or spaCy models, or zero-shot classification with Huggingface.

Prompt-align

133
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8
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[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning

Channel_Importance_FSL

50
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9
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[ICML 2022] Channel Importance Matters in Few-shot Image Classification