few-shot-classifcation

There are 2 repositories under few-shot-classifcation topic.

easy-few-shot-learning
sicara / easy-few-shot-learning
Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification.
few-shot-learning few-shot-recognition few-shot-classifcation meta-learning machine-learning pytorch image-classification deep-learning
Language:Python 895
ShuoYang-1998 / Few_Shot_Distribution_Calibration
[ICLR2021 Oral] Free Lunch for Few-Shot Learning: Distribution Calibration
few-shot-classifcation few-shot-learning
Language:Python 465
yaoyao-liu / few-shot-classification-leaderboard
Leaderboards for few-shot image classification on miniImageNet, tieredImageNet, FC100, and CIFAR-FS.
cifar-fs fc100 few-shot-classifcation few-shot-learning mini-imagenet miniimagenet tiered-imagenet
Language:HTML 374
davidberenstein1957 / concise-concepts
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-classifcation gensim hacktoberfest machine-learning natural-language-processing ner nlp spacy
Language:Python 239
davidberenstein1957 / classy-classification
This repository contains an easy and intuitive approach to few-shot classification using sentence-transformers or spaCy models, or zero-shot classification with Huggingface.
few-shot-classifcation hacktoberfest machine-learning natural-language-processing nlp nlu sentence-transformers spacy text-classification
Language:Python 197
BeierZhu / Prompt-align
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
clip domain-generalization few-shot-classifcation image-classification prompt-tuning pytorch
Language:Python 130
mboudiaf / TIM
(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297
few-shot-classifcation few-shot-learning few-shot neurips-2020 mutual-information transductive-learning optimization-methods
Language:Python 116
peymanbateni / simple-cnaps
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)
few-shot-learning few-shot-recognition few-shot-classifcation meta-learning meta-dataset mini-imagenet tiered-imagenet conditional-neural-process deep-learning metric-learning
Language:Python 109
renet
dahyun-kang / renet
[ICCV'21] Official PyTorch implementation of Relational Embedding for Few-Shot Classification
computer-vision deep-learning few-shot-classifcation few-shot-learning iccv2021 neural-networks pytorch
Language:Python 104
mboudiaf / pytorch-meta-dataset
A non-official 100% PyTorch implementation of META-DATASET benchmark for few-shot classification
few-shot-classifcation few-shot-learning meta-dataset pytorch tfrecorddataset
Language:Python 57
Frankluox / Channel_Importance_FSL
[ICML 2022] Channel Importance Matters in Few-shot Image Classification
bias-reduction few-shot-classifcation few-shot-learning
Language:Python 50
plai-group / simple-cnaps
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)
conditional-neural-process deep-learning few-shot-classifcation few-shot-learning few-shot-recognition meta-dataset meta-learning metric-learning mini-imagenet tiered-imagenet
Language:Python 49
LouieYang / MCL
Code and data for paper https://arxiv.org/pdf/2106.05517.pdf (CVPR 2022)
cvpr2022 few-shot-classifcation few-shot-learning
Language:Python 45
IRVLUTD / Proto-CLIP
Code release for Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning
few-shot-classifcation few-shot-learning multimodal-learning robotics vision-language prototype-learning
Language:Python 28
crisostomi / metric-few-shot-graph
Few-Shot Graph Classification via distance metric learning.
distance-metric-learning few-shot-classifcation few-shot-learning graph-classification graph-neural-networks graph-representation-learning
Language:Python 18
lehduong / poodle
Official implementation of POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples (NeurIPS 2021)
few-shot-classifcation few-shot-learning mini-imagenet tiered-imagenet cub-200-2011 metric-learning pytorch
Language:Python 15
steb6 / ISBFSAR
Interactive Skeleton Based Few Shot Action Recognition
pose-estimation few-shot-learning few-shot few-shot-classifcation fewshot-learning human-pose-estimation human-activity-recognition gaze-estimation open-set open-set-classification open-set-recognition python pytorch
Language:Python 14
Suhyun777 / CVPR23-GAP
Official Implementation of CVPR 2023 paper: "Meta-Learning with a Geometry-Adaptive Preconditioner"
meta-learning-algorithm cross-domain-few-shot-learning few-shot-classifcation riemannian-optimization few-shot-regression preconditioned-gradient-descent
Language:Python 13
ritaranx / NeST
[AAAI 2023] This is the code for our paper `Neighborhood-Regularized Self-Training for Learning with Few Labels'.
agnews bert-fine-tuning few-shot-classifcation few-shot-learning molecule nlp nyt pseudo-labeling self-training text-classification
Language:Python 12
ehsansaleh / firth_bias_reduction
This repository contains the experiments conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".
few-shot-learning few-shot-classifcation bias-reduction computer-vision
11
AyanKumarBhunia / DIY-FSCIL
[CVPR-2022] ''Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches'', IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2022.
few-shot-classifcation few-shot-learning incremental-learning sketch sketch-applications sketch-research
Language:Python 10
TejasAnvekar / GPr-Net
few-shot-classifcation hyperbolic-embeddings modelnet40 point-cloud
Language:Python 9
fork123aniket / Visual-Contrastive-Learning-for-Few-shot-Image-Classification
Implementation of Few-shot Binary Image Classification using Contrastive Learning-based Approach in PyTorch
conputer-vision contrastive-learning few-shot-classifcation few-shot-learning omniglot pytorch torchvision
Language:Python 8
Jityan / sslprotonet
Code Repository for "SSL-ProtoNet: Self-supervised Learning Prototypical Networks for few-shot learning"
few-shot few-shot-classifcation few-shot-learning image-classification knowledge-distillation self-supervised-learning
Language:Python 8
mehrdad-dev / PDS
Parkinson detection based on wave sketches and deep learning - PDS
ai-in-healthcare deep-learning few-shot-classifcation few-shot-learning machine-learning mri-images parkinson parkinson-disease
Language:Jupyter Notebook 8
ozgurkara99 / video-dataset-preprocessing-meta-learning
Something-something-v2 video dataset is splitted into 3 meta-sets, namely, meta-training, meta-validation, meta-test. Overall, dataset includes 100 classes that are divided according to CMU [1] The code also provides a dataloader in order to create episodes considering given n-way k-shot learning task. Videos are converted to the frames under sparse-sampling protocol described in TSN [2]
meta-learning few-shot-learning few-shot-classifcation video-classification something-something
Language:Python 7
lmriccardo / few-shot-graph-classification
Project for Deep Learning And Applied AI course at the University of "La Sapienza" in Master in Computer Science A.A. 2021/2022
data-augmentation deep-learning deep-neural-networks few-shot-classifcation few-shot-learning graph-classification graph-neural-networks maml-algorithm meta-learning python pytorch torch-geometric
Language:Python 6
ehsansaleh / code_firth
This repository contains the main ResNet backbone experiments conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".
bias-correction computer-vision few-shot-classifcation few-shot-learning
Language:Python 4
Jityan / SCLfewshot
The code for "SCL: Self-supervised contrastive learning for few-shot image classification"
contrastive-learning few-shot-classifcation few-shot-learning self-supervised-learning
Language:Python 4
Kunal-Attri / Few-Shot-Classification-GUI-based-Training
GUI based tool to train and develop Few Shot Classification ML model.
cnn-pytorch few-shot-classifcation matplotlib prototypical-networks pytorch resnet-18 streamlit
Language:Python 4
Tobi-Tob / DataAugmentationDiffusionModels
The goal of this project is to improve data augmentation by incorporating a diffusion model, with a special focus on enriching semantic diversity. The Few-Shot Classification Performance is used as a metric for evaluating the implemented improvements.
computer-vision data-augmentation deep-learning diffusion-models textual-inversion image-classification few-shot-classifcation few-shot-learning generative-model image-augmentation stable-diffusion
Language:Jupyter Notebook 4
ZY-LIi / IEEE_TGRS_Self_Pooling_Transformer
A slim implementation of Self-Pooling Transformer for hyperspectral image classification.
few-shot-classifcation hyperspectral-image-classification pooling transformer token-mixer
Language:Python 4
yunqing-me / Born-Again-FS
[TIP-2023] IEEE Trans.on Image Processing
cross-domain-learning domain-generalization few-shot-classifcation few-shot-learning
Language:Python 3
mouniraziz / AGLRs
Official implementation of the paper: Learn to aggregate global and local representations for few-shot learning
few-shot-classifcation few-shot-learning global image-classification image-recognition k-nearest-neighbours local meta-learning metric-learning prototypes convolutional-neural-networks one-shot-learning pytorch cub-dataset miniimagenet stanford-cars stanford-dogs-dataset tiered-imagenet
Language:Python 2
sabagh1994 / code_dcf
This repository contains the firth bias reduction experiments on the few-shot distribution calibration method conducted in the ICLR 2022 spotlight paper "On the Importance of Firth Bias Reduction in Few-Shot Classification".
bias-correction computer-vision few-shot-classifcation few-shot-learning firth-bias-reduction
Language:Python 2
cbn001012 / Mineral-prediction-based-on-prototype-learning
Mineral Prediction based on Prototype Learning
data-mining few-shot-classifcation mineral-exploration multi-source-big-data prototype
Language:Python 1

few-shot-classifcation

sicara / easy-few-shot-learning

ShuoYang-1998 / Few_Shot_Distribution_Calibration

yaoyao-liu / few-shot-classification-leaderboard

davidberenstein1957 / concise-concepts

davidberenstein1957 / classy-classification

BeierZhu / Prompt-align

mboudiaf / TIM

peymanbateni / simple-cnaps

dahyun-kang / renet

mboudiaf / pytorch-meta-dataset

Frankluox / Channel_Importance_FSL

plai-group / simple-cnaps

LouieYang / MCL

IRVLUTD / Proto-CLIP

crisostomi / metric-few-shot-graph

lehduong / poodle

steb6 / ISBFSAR

Suhyun777 / CVPR23-GAP

ritaranx / NeST

ehsansaleh / firth_bias_reduction

AyanKumarBhunia / DIY-FSCIL

TejasAnvekar / GPr-Net

fork123aniket / Visual-Contrastive-Learning-for-Few-shot-Image-Classification

Jityan / sslprotonet

mehrdad-dev / PDS

ozgurkara99 / video-dataset-preprocessing-meta-learning

lmriccardo / few-shot-graph-classification

ehsansaleh / code_firth

Jityan / SCLfewshot

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

Tobi-Tob / DataAugmentationDiffusionModels

ZY-LIi / IEEE_TGRS_Self_Pooling_Transformer

yunqing-me / Born-Again-FS

mouniraziz / AGLRs

sabagh1994 / code_dcf

cbn001012 / Mineral-prediction-based-on-prototype-learning