few-shot · GitHub Topics

#计算机科学#Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

翻译 - Everything about Transfer Learning and Domain Adaptation--迁移学习

transferlearning domain-adaptation transfer-learning survey 深度学习 generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning 机器学习 self-supervised-learning Bukkit style-transfer

Python 13.75 k

22 天前

zjunlp / DeepKE

#自然语言处理#[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction

knowledge-graph relation-extraction 中文 named-entity-recognition attribute-extraction low-resource document-level information-extraction PyTorch deepke ner 自然语言处理 few-shot prompt 深度学习 multi-modal

Python 3.79 k

3 天前

learnables / learn2learn

A PyTorch Library for Meta-learning Research

翻译 - PyTorch研究人员元学习框架

PyTorch maml meta-learning learning2learn learn2learn metalearning few-shot finetuning

Python 2.72 k

9 个月前

adobe-research / custom-diffusion

Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

customization fine-tuning text-to-image-generation 机器视觉 diffusion-models few-shot PyTorch

Python 1.92 k

1 年前

tata1661 / FSL-Mate

#计算机科学#FSL-Mate: A collection of resources for few-shot learning (FSL).

few-shot-learning meta-learning 深度学习 papers Bukkit paddlepaddle few-shot

Python 1.74 k

9 个月前

wangkai930418 / awesome-diffusion-categorized

collection of diffusion model papers categorized by their subareas

diffusion stable-diffusion diffusion-model diffusion-models continual-learning controlnet few-shot image-edit inpainting detection segmentation tracking

1.57 k

1 天前

jakesnell / prototypical-networks

#计算机科学#Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"

few-shot 深度学习 metric-learning PyTorch

Python 1.14 k

4 年前

kjunelee / MetaOptNet

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

meta-learning few-shot convex-optimization few-shot-learning image-classification cvpr2019 metalearning

Python 533

8 个月前

mims-harvard / UniTS

#时序数据库#A unified multi-task time series model.

anomaly-detection classification few-shot forecasting foundation-models prompt-tuning time-series unified-model zero-shot EEG

Python 510

6 个月前

yaoyao-liu / mini-imagenet-tools

Tools for generating mini-ImageNet dataset and processing batches

few-shot-learning few-shot imagenet dataset meta-learning

Python 434

4 年前

Sha-Lab / FEAT

#计算机科学#The code repository for "Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions"

few-shot-learning meta-learning 机器学习机器视觉 few-shot cvpr2020

Python 422

5 年前

amazon-science / bigdetection

BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training

object-detection 机器视觉 pretraining few-shot

Python 396

5 个月前

IBM / zshot

#自然语言处理#Zero and Few shot named entity & relationships recognition

few-shot few-shot-learning ner relation-extraction zero-shot zero-shot-learning spaCy 自然语言处理人工智能深度学习机器学习 named-entity-recognition natural-language-understanding nlp-library PyTorch transformer

Python 359

4 个月前

fanq15 / FewX

FewX is an open-source toolbox on top of Detectron2 for data-limited instance-level recognition tasks.

few-shot

Python 356

1 年前

dvlab-research / PFENet

PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation (TPAMI).

few-shot segmentation

Python 330

7 个月前

SNBQT / Limited-Data-Rolling-Bearing-Fault-Diagnosis-with-Few-shot-Learning

This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning

few-shot

Jupyter Notebook 314

2 年前

gitabcworld / FewShotLearning

Pytorch implementation of the paper "Optimization as a Model for Few-Shot Learning"

optimization few-shot Python PyTorch optimization-algorithms

Python 255

7 年前

EndlessSora / DeceiveD

[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data

Generative Adversarial Network image-generation image-synthesis few-shot stylegan2 neurips-2021 generative-model

Python 233

3 年前

Xiaohan-Chen / transfer-learning-fault-diagnosis-pytorch

A transfer learning fault diagnosis repository covering popular algorithms

domain-adaptation transfer-learning few-shot

Python 229

7 个月前

ByChelsea / VAND-APRIL-GAN

[CVPR 2023 Workshop] VAND Challenge: 1st Place on Zero-shot AD and 4th Place on Few-shot AD

anomaly-detection clip few-shot zero-shot

Python 219

1 年前