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GitHub topics: prototypical-networks

GoldnBoy7/vit-protonet

Lightweight PyTorch implementation of Prototypical Networks with ViT-Small/16 for few-shot learning. Achieve top results on CIFAR-FS and FC100. 🌟📊

Language: Jupyter Notebook - Size: 2.15 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

abdulvahapmutlu/vit-protonet

A lightweight PyTorch implementation of Prototypical Networks using a ViT-Small/16 backbone for few-shot classification on standard benchmarks (Mini-ImageNet, CUB-200, CIFAR-FS, FC100). Includes both production scripts for training & evaluation and Jupyter notebooks for interactive analysis.

Language: Jupyter Notebook - Size: 2.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

cwangrun/MGProto

[TPAMI 2025] Mixture of Gaussian-distributed Prototypes with Generative Modelling for Interpretable and Trustworthy Image Recognition

Language: Python - Size: 2.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 7 - Forks: 0

sudharsan13296/Hands-On-Meta-Learning-With-Python

Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow

Language: Jupyter Notebook - Size: 27.3 MB - Last synced at: 4 months ago - Pushed at: almost 4 years ago - Stars: 1,202 - Forks: 360

orobix/Prototypical-Networks-for-Few-shot-Learning-PyTorch

Implementation of Prototypical Networks for Few Shot Learning (https://arxiv.org/abs/1703.05175) in Pytorch

Language: Python - Size: 196 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 1,023 - Forks: 215

mohammadmozafari/advanced-machine-learning

This repo contains the implementation of some new papers on some advanced topics of machine learning e.g. meta-learning, reinforcement-learning, meta-reinforcement-learning, continual-learning and etc.

Language: Jupyter Notebook - Size: 4.89 MB - Last synced at: 5 months ago - Pushed at: almost 3 years ago - Stars: 51 - Forks: 6

giovcandido/prototypical-networks

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

Language: Python - Size: 1.71 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 10 - Forks: 4

Hsankesara/Prototypical-Networks

A novel method for few shot learning

Language: Jupyter Notebook - Size: 917 KB - Last synced at: 5 months ago - Pushed at: almost 6 years ago - Stars: 52 - Forks: 12

schatty/prototypical-networks-tf

Implementation of Prototypical Networks for Few-shot Learning in TensorFlow 2.0

Language: Python - Size: 906 KB - Last synced at: 4 months ago - Pushed at: almost 2 years ago - Stars: 53 - Forks: 18

jsalbert/prototypical-networks

Code containing implementation of prototypical networks paper with a few tweaks

Language: Python - Size: 198 KB - Last synced at: 3 months ago - Pushed at: over 6 years ago - Stars: 8 - Forks: 5

ArchitParnami/Few-Shot-KWS

Few-Shot Keyword Spotting

Language: Jupyter Notebook - Size: 2.24 MB - Last synced at: 5 months ago - Pushed at: over 4 years ago - Stars: 63 - Forks: 16

mhw32/prototransformer-public

PyTorch implementation for "ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback" (https://arxiv.org/abs/2107.14035).

Language: Python - Size: 47.9 KB - Last synced at: 2 months ago - Pushed at: almost 3 years ago - Stars: 16 - Forks: 5

Jityan/efficientprotonet

The code for "Efficient-PrototypicalNet with self knowledge distillation for few-shot learning"

Language: Python - Size: 38.1 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

johnjaejunlee95/meta-learning-torchmeta

Implementation of Meta Learning Methods via Torchmeta framework

Language: Python - Size: 19.5 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

ajithksenthil/PrototypeRankNet

Prototypical Network implementation for prototype classes that allow you to make a ranking for a concept

Language: Python - Size: 22.5 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1

nerdimite/prototypical_networks

Prototypical Networks on Omniglot Dataset for Few-Shot Classification

Language: Jupyter Notebook - Size: 463 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 2

0M1J/TinyData-Classification

Image classification with very few data sample (n=25 per class)

Language: Jupyter Notebook - Size: 1.35 MB - Last synced at: 7 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

hooman007/ProtoASNet

Official repository for the paper "ProtoASNet: Dynamic Prototypes for Inherently Interpretable and Uncertainty-Aware Aortic Stenosis Classification in Echocardiography" in MICCAI 2023 Conference

Language: Python - Size: 71.3 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 1

Xiaohan-Chen/few-shot-fault-diagnosis

A few shot learning repository for bearing fault diagnosis.

Language: Python - Size: 27.9 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 7 - Forks: 0

SuryaThiru/ProtoIE

Prototypical Networks for Information Extraction in Visual Documents. Weights can be found at https://drive.google.com/file/d/1Zrp7QaZIf0H_FFRx_LhB0uZTqDUSis2H/view?usp=sharing.

Language: Jupyter Notebook - Size: 2.62 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Kunal-Attri/Few-Shot-Classification-GUI-based-Training

GUI based tool to train and develop Few Shot Classification ML model.

Language: Python - Size: 5.76 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

archmaester/proto2proto

Official code of the CVPR 2022 paper "Proto2Proto: Can you recognize the car, the way I do?"

Language: Python - Size: 1.25 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 16 - Forks: 1

DebabrataPal7/SPN

Official Implementation of "SPN: Stable Prototypical Network for Few-Shot Learning-Based Hyperspectral Image Classification" (GRSL22)

Language: Jupyter Notebook - Size: 233 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 2

daisukelab/protonet-fine-grained-clf Fork of oscarknagg/few-shot

(Using) Prototypical Networks as a Fine Grained Classifier

Language: Jupyter Notebook - Size: 17 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 34 - Forks: 7

carlossantosgarcia/few-shot-classification

We explore different techniques to perform few-shot-classification of fashion images.

Language: Jupyter Notebook - Size: 6.04 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 1

HarshvirSandhu/GUI-Based-Training

A streamlit web app that allows you to train Few Shot image classification models

Language: Python - Size: 46.9 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

materight/understandable-ProtoPNet

A study on the interpretability of the concepts learned by Prototypical Part Networks (ProtoPNets) on the CUB200-2011 and CelebAMask datasets.

Language: Python - Size: 1.65 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Deepest-Project/meta-learning-study

Deepest Season 6 Meta-Learning study papers plus alpha

Size: 33.2 KB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 23 - Forks: 2

Related Keywords
prototypical-networks 28 few-shot-learning 14 meta-learning 8 pytorch 8 deep-learning 6 maml 5 machine-learning 4 one-shot-learning 3 python 3 few-shot-classification 3 computer-vision 3 streamlit 2 few-shot-classifcation 2 xai 2 transfer-learning 2 knowledge-distillation 2 few-shot 2 omniglot 2 shot-learning 2 metalearning 2 vision-transformer 2 metric-learning 2 timm 2 prototypes 1 part-prototypes 1 miccai2023 1 interpretable-deep-learning 1 explainable-artificial-intelligence 1 explainable-ai-in-medical-imaging 1 echocardiography 1 aortic-stenosis 1 aleatoric-uncertainty 1 swav 1 relational-networks 1 image-classification 1 evodcnn 1 cifar-10 1 omniglot-dataset 1 prototype-class 1 nlp-machine-learning 1 meta-learning-algorithms 1 artificial-intelligence 1 papers 1 part-prototype-networks 1 cub200 1 celeba 1 siamese 1 fsl 1 fine-grained-classification 1 interpretability-methods 1 interpretability 1 resnet-18 1 matplotlib 1 cnn-pytorch 1 lilt 1 layoutlm 1 information-extraction 1 fault-diagnosis 1 video-classification 1 transparency 1 prototypical-learning 1 self-knowledge-distillation 1 cnn 1 zero-shot-learning 1 tensorflow 1 siamese-network 1 intepretable-machine-learning 1 reptile 1 relation-network 1 reinforcement-learning 1 prototypical-network 1 interpretability-and-explainability 1 ntm 1 interpretable-image-recognition 1 meta-sgd 1 meta-imitation-learning 1 matching-networks 1 mann 1 out-of-distribution-detection 1 keras 1 deep-meta-learning 1 trustworthy-ai 1 game-theory-algorithms 1 efficientnet 1 transformers 1 education 1 speech-recognition 1 keyword-spotting 1 few-shot-recognition 1 audio 1 generative-modelling 1 tensorflow2 1 computer 1 pytorch-implementation 1 python3 1 horse-racing-ai 1 mini-imagenet 1 snail 1 multitask-learning 1 meta-rl 1