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9 search results found

Meta Transfer Learning ⭐ 710

TensorFlow and PyTorch implementation of "Meta-Transfer Learning for Few-Shot Learning" (CVPR2019)

Few Shot ⭐ 520

Repository for few-shot learning machine learning projects

Mini Imagenet Tools ⭐ 399

Tools for generating mini-ImageNet dataset and processing batches

Few Shot Classification Leaderboard ⭐ 303

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

Negative Margin.few Shot ⭐ 99

PyTorch implementation of “Negative Margin Matters: Understanding Margin in Few-shot Classification”

Simple Cnaps ⭐ 89

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 Models for Multi-Domain, Active and Continual Few-Shot Learning" (Neural Networks 2022 - in submission)

Simple Cnaps ⭐ 40

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 Models for Multi-Domain, Active and Continual Few-Shot Learning" (TPAMI 2022 - in submission)

Sib_meta_learn ⭐ 37

Code of Empirical Bayes Transductive Meta-Learning with Synthetic Gradients

Official implementation of POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples (NeurIPS 2021)

Prototypical Networks ⭐ 5

Prototypical Networks for the task of few-shot image classification on Omniglot and mini-ImageNet.

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Few Shot Learning Omniglot (7)

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