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14 search results found

Libfewshot ⭐ 771

LibFewShot: A Comprehensive Library for Few-shot Learning. TPAMI 2023.

Easy Few Shot Learning ⭐ 737

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

Metaoptnet ⭐ 480

Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)

Few Shot Classification Leaderboard ⭐ 303

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

Lightningfsl ⭐ 76

LightningFSL: Pytorch-Lightning implementations of Few-Shot Learning models.

Ssl Few Shot ⭐ 60

Multidigitmnist ⭐ 54

Combine multiple MNIST digits to create datasets with 100/1000 classes for few-shot learning/meta-learning

📄 Spatial Contrastive Learning for Few-Shot Classification (ECML/PKDD 2021).

Cvpr2022 Task Discrepancy Maximization For Fine Grained Few Shot Classification ⭐ 28

Official PyTorch Repository of "Task Discrepancy Maximization for Fine-grained Few-Shot Classification" (TDM, CVPR 2022 Oral Paper)

Sinkhorn Label Allocation ⭐ 20

Sinkhorn Label Allocation is a label assignment method for semi-supervised self-training algorithms.

Globalfsl2019 ⭐ 18

Implementation for paper "Few-Shot Learning with Global Class Representations" (https://arxiv.org/abs/1908.05257)

Code release for the paper BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification. (TIP2020)

Contextual Squeeze And Excitation ⭐ 10

Official Pytorch implementation of the paper "Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification" (NeurIPS 2022)

Subspace Reg ⭐ 6

Code for the ICLR2022 paper on Subspace Regularization for few-shot class incremental image classification

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