Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: few-shot-classifcation

Repositories

sicara/easy-few-shot-learning

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

Language: Python - Size: 2.19 MB - Last synced: 1 day ago - Pushed: 13 days ago - Stars: 926 - Forks: 130

itl-ed/igre

NAACL2022 Interactive Symbol Grounding with Complex Referential Expressions

Language: Python - Size: 7.01 MB - Last synced: 6 days ago - Pushed: almost 2 years ago - Stars: 1 - Forks: 0

IRVLUTD/Proto-CLIP

Code release for Proto-CLIP: Vision-Language Prototypical Network for Few-Shot Learning

Language: Python - Size: 69.1 MB - Last synced: 5 days ago - Pushed: 3 months ago - Stars: 33 - Forks: 4

ShuoYang-1998/Few_Shot_Distribution_Calibration

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

Language: Python - Size: 423 KB - Last synced: 4 days ago - Pushed: over 2 years ago - Stars: 466 - Forks: 70

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.

Language: Python - Size: 640 KB - Last synced: 10 days ago - Pushed: 5 months ago - Stars: 202 - Forks: 14

COMP3340-2024-GP11/MMFewShot_Flower_Classification

Using Few Shot Learning (FSL) for image classification on Oxford 17 Flowers dataset. Part of HKU COMP3340 Group 10 Project (2023-24 Sem2).

Language: Python - Size: 4.83 MB - Last synced: 23 days ago - Pushed: 24 days ago - Stars: 0 - Forks: 0

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.

Language: Python - Size: 13.5 MB - Last synced: 19 days ago - Pushed: 11 months ago - Stars: 240 - Forks: 15

Dahouabdelhalim/Repo-Categorization

Automatic Categorization of Software Repository Domains with Minimal Resources

Language: Jupyter Notebook - Size: 1.97 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 0 - Forks: 0

mboudiaf/pytorch-meta-dataset

A non-official 100% PyTorch implementation of META-DATASET benchmark for few-shot classification

Language: Python - Size: 1.37 MB - Last synced: 25 days ago - Pushed: over 1 year ago - Stars: 56 - Forks: 9

dahyun-kang/renet

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

Language: Python - Size: 1010 KB - Last synced: 29 days ago - Pushed: over 2 years ago - Stars: 104 - Forks: 17

Chenguoz/SRE

Code Release of Exploring Sample Relationship for Few-Shot Classification

Language: Python - Size: 1.05 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 1 - Forks: 0

SauravMaheshkar/softprompts

Comprehensive Study of Soft Prompting as a efficient method for Model Adaptation

Size: 8.79 KB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 0 - Forks: 0

ZY-LIi/IEEE_TGRS_Self_Pooling_Transformer

A slim implementation of Self-Pooling Transformer for hyperspectral image classification.

Language: Python - Size: 8.16 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 1 - Forks: 0

Jityan/sslprotonet

Code Repository for "SSL-ProtoNet: Self-supervised Learning Prototypical Networks for few-shot learning"

Language: Python - Size: 24.4 KB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 6 - Forks: 2

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.

Language: Jupyter Notebook - Size: 455 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 4 - Forks: 0

BeierZhu/Prompt-align

[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning

Language: Python - Size: 1.78 MB - Last synced: 6 months ago - Pushed: 10 months ago - Stars: 109 - Forks: 8

mboudiaf/TIM

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

Language: Python - Size: 6.08 MB - Last synced: 6 months ago - Pushed: 12 months ago - Stars: 114 - Forks: 18

LLM-low-resource-lang/LLM-low-resource-lang.github.io

LLMs for Low Resource Languages in Multilingual, Multimodal and Dialectal Settings

Language: HTML - Size: 37.4 MB - Last synced: 15 days ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

wingatesv/IMAML-IDCG Fork of wyharveychen/CloserLookFewShot

This repository contains the source code for the IMAML-IDCG (ImageNet Model Agnostic Meta-learning for Invasive Ductal Carcinoma Grading)

Language: Jupyter Notebook - Size: 308 KB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 1 - Forks: 0

yaoyao-liu/few-shot-classification-leaderboard

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

Language: HTML - Size: 2.89 MB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 348 - Forks: 74

TejasAnvekar/GPr-Net

Language: Python - Size: 2.36 MB - Last synced: 4 months ago - Pushed: 5 months ago - Stars: 9 - Forks: 3

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

Mineral Prediction based on Prototype Learning

Language: Python - Size: 16 MB - Last synced: 4 months ago - Pushed: 4 months ago - Stars: 1 - Forks: 0

hjk92g/DR_Formulation_ML Fork of wyharveychen/CloserLookFewShot

Code for paper the "Distance-Ratio-Based Formulation for Metric Learning"

Language: Python - Size: 420 KB - Last synced: 10 months ago - Pushed: over 2 years ago - Stars: 1 - Forks: 0

johnjaejunlee95/Model-Agnostic-Meta-Learning-pytorch_implementation

Unofficial implementation code for Model-Agnostic Meta-Learning (MAML) in Pytorch with learn2learn library

Language: Python - Size: 73.2 KB - Last synced: 10 months ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

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".

Language: Python - Size: 969 KB - Last synced: 4 months ago - Pushed: about 2 years ago - Stars: 4 - Forks: 1

dwanev/NUTS

Supplementary Material For the Paper "NUTS, NARS, and Speech"

Language: Python - Size: 1.3 MB - Last synced: 11 months ago - Pushed: 11 months ago - Stars: 0 - Forks: 0

Jityan/SCLfewshot

SCL: Self-supervised contrastive learning for few-shot image classification

Language: Python - Size: 54.7 KB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 0 - Forks: 0

yunqing-me/Born-Again-FS

IEEE Trans.on Image Processing (T-IP) 2023

Language: Python - Size: 43.6 MB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 1 - Forks: 0

ritaranx/NeST

[AAAI 2023] This is the code for our paper `Neighborhood-Regularized Self-Training for Learning with Few Labels'.

Language: Python - Size: 18.6 KB - Last synced: 11 months ago - Pushed: over 1 year ago - Stars: 6 - Forks: 2

Suhyun777/CVPR23-GAP

Official Implementation of CVPR 2023 paper: "Meta-Learning with a Geometry-Adaptive Preconditioner"

Language: Python - Size: 800 KB - Last synced: 12 months ago - Pushed: 12 months ago - Stars: 4 - Forks: 0

crisostomi/metric-few-shot-graph

Few-Shot Graph Classification via distance metric learning.

Language: Python - Size: 638 KB - Last synced: 11 months ago - Pushed: about 1 year ago - Stars: 17 - Forks: 0

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)

Language: Python - Size: 466 MB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 93 - Forks: 23

lehduong/poodle

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

Language: Python - Size: 854 KB - Last synced: 12 months ago - Pushed: almost 2 years ago - Stars: 15 - Forks: 0

steb6/ISBFSAR

Interactive Skeleton Based Few Shot Action Recognition

Language: Python - Size: 98.9 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 11 - Forks: 2

Jiawei-Yang/Few-shot-WSI

[ICLR2022] This project hosts the code for the paper: Towards Better Understanding and Better Generalization of Low-shot Classification in Histology Images with Contrastive Learning.

Language: Python - Size: 6.94 MB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 11 - Forks: 1

plai-group/simple-cnaps

Language: Python - Size: 467 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 43 - Forks: 15

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: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

LouieYang/MCL

Code and data for paper https://arxiv.org/pdf/2106.05517.pdf (CVPR 2022)

Language: Python - Size: 9.78 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 36 - Forks: 2

Frankluox/Channel_Importance_FSL

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

Language: Python - Size: 181 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 34 - Forks: 3

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.

Language: Python - Size: 3.03 MB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 9 - Forks: 1

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]

Language: Python - Size: 92.8 KB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 4 - Forks: 0

Related Keywords

few-shot-classifcation 50 few-shot-learning 31 pytorch 11 deep-learning 9 meta-learning 8 computer-vision 7 image-classification 6 mini-imagenet 6 tiered-imagenet 5 few-shot-recognition 4 machine-learning 4 metric-learning 4 nlp 4 python 3 few-shot 3 meta-dataset 3 streamlit 2 bias-reduction 2 graph-classification 2 graph-neural-networks 2 self-supervised-learning 2 llms 2 data-augmentation 2 prototypical-networks 2 conditional-neural-process 2 deep-neural-networks 2 domain-generalization 2 maml 2 bias-correction 2 text-classification 2 spacy 2 contrastive-learning 2 natural-language-processing 2 hacktoberfest 2 human-activity-recognition 1 gaze-estimation 1 fewshot-learning 1 cub-200-2011 1 graph-representation-learning 1 human-pose-estimation 1 open-set 1 conputer-vision 1 firth-bias-reduction 1 distance-metric-learning 1 face-detection 1 riemannian-optimization 1 preconditioned-gradient-descent 1 meta-learning-algorithm 1 few-shot-regression 1 cross-domain-few-shot-learning 1 self-training 1 pseudo-labeling 1 nyt 1 face-recognition 1 molecule 1 bert-fine-tuning 1 agnews 1 cross-domain-learning 1 parkinson-disease 1 parkinson 1 mri-images 1 omniglot 1 ai-in-healthcare 1 tensorflow 1 image-processing 1 embeddings 1 transductive-cnaps 1 matching-networks 1 torchvision 1 video-classification 1 something-something 1 sketch-research 1 sketch-applications 1 sketch 1 incremental-learning 1 cvpr2022 1 maml-algorithm 1 resnet-18 1 matplotlib 1 cnn-pytorch 1 wsi 1 histology-images 1 augmentations 1 torch-geometric 1 pose-estimation 1 open-set-recognition 1 open-set-classification 1 generative-model 1 diffusion-models 1 knowledge-distillation 1 transformer 1 token-mixer 1 pooling 1 hyperspectral-image-classification 1 tracker-misc 1 soft-prompt-tuning 1 neural-networks 1 iccv2021 1 tfrecorddataset 1 software-engineering 1