36 results found Sort:

jindongwang
transferlearning jindongwang
3.8k
13.0k
mit
341
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
paper papers survey theory few-shot deep-learning meta-learning tutorial-code generalization style-transfer domain-adaption machine-learning transferlearning domain-adaptation few-shot-learning transfer-learning domain-generalization unsupervised-learning representation-learning self-supervised-learning
Created 2017-04-30
1,152 commits to master branch, last one 29 days ago
zjunlp
DeepKE zjunlp
649
3.1k
mit
42
[EMNLP 2022] An Open Toolkit for Knowledge Graph Extraction and Construction
kg ner nlp deepke prompt chinese pytorch few-shot lightner instructie knowprompt multi-modal low-resource deep-learning document-level knowledge-graph relation-extraction attribute-extraction information-extraction named-entity-recognition
Created 2018-08-01
1,647 commits to main branch, last one 6 days ago
learnables
learn2learn learnables
348
2.6k
mit
32
A PyTorch Library for Meta-learning Research
maml meta-rl pytorch few-shot finetuning learn2learn meta-descent metalearning meta-learning learning2learn meta-optimization
Created 2019-08-08
357 commits to master branch, last one 11 months ago
adobe-research
custom-diffusion adobe-research
137
1.8k
other
31
Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)
pytorch few-shot fine-tuning customization computer-vision diffusion-models text-to-image-generation
Created 2022-12-08
72 commits to main branch, last one 6 months ago
tata1661
FSL-Mate tata1661
286
1.7k
unknown
42
FSL-Mate: A collection of resources for few-shot learning (FSL).
paper papers few-shot low-shot paddlepaddle deep-learning meta-learning few-shot-paper few-shot-papers few-shot-learning one-shot-learning
Created 2020-03-28
103 commits to master branch, last one about a month ago
jakesnell
prototypical-networks jakesnell
253
1.1k
mit
13
Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"
pytorch few-shot omniglot nips-2017 deep-learning metric-learning
Created 2017-11-05
26 commits to master branch, last one 5 years ago
wangkai930418
awesome-diffusion-categorized wangkai930418
36
896
unknown
50
collection of diffusion model papers categorized by their subareas
few-shot tracking detection diffusion inversion controlnet image-edit inpainting text-guided segmentation diffusion-model diffusion-models stable-diffusion continual-learning
Created 2023-05-19
232 commits to master branch, last one 14 hours ago
kjunelee
MetaOptNet kjunelee
95
517
apache-2.0
8
Meta-Learning with Differentiable Convex Optimization (CVPR 2019 Oral)
cvpr2019 few-shot metalearning meta-learning few-shot-learning convex-optimization few-shot-recognition image-classification
Created 2018-11-02
75 commits to master branch, last one about a year ago
amazon-science
bigdetection amazon-science
23
384
apache-2.0
8
BigDetection: A Large-scale Benchmark for Improved Object Detector Pre-training
few-shot pretraining computer-vision object-detection
Created 2022-03-02
33 commits to main branch, last one about a year ago
mims-harvard
UniTS mims-harvard
44
356
mit
14
A unified multi-task time series model.
ecg eeg few-shot zero-shot imputation multi-task forecasting time-series prompt-tuning unified-model classification anomaly-detection foundation-models
Created 2024-02-16
5 commits to main branch, last one 2 months ago
fanq15
FewX fanq15
48
347
mit
14
FewX is an open-source toolbox on top of Detectron2 for data-limited instance-level recognition tasks.
few-shot partially-supervised few-shot-object-detection few-shot-instance-segmentation
Created 2020-08-08
39 commits to master branch, last one 5 months ago
IBM
zshot IBM
18
328
mit
15
Zero and Few shot named entity & relationships recognition
ai ned ner nlp spacy pytorch few-shot zero-shot nlp-library transformer deep-learning machine-learning few-shot-learning zero-shot-learning relation-extraction relationship-extraction named-entity-recognition natural-language-processing natural-language-understanding
Created 2022-02-11
86 commits to main branch, last one 20 days ago
dvlab-research
PFENet dvlab-research
54
304
unknown
9
PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation (TPAMI).
few-shot pami-2020 segmentation
Created 2020-08-03
34 commits to master branch, last one 6 months ago
SNBQT
Limited-Data-Rolling-Bearing-Fault-Diagnosis-with-Few-shot-Learning SNBQT
43
274
unknown
5
This is the corresponding repository of paper Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning
cwru wdcnn few-shot fault-diagnosis unbalanced-data
Created 2019-08-24
11 commits to master branch, last one about a year ago
EndlessSora
DeceiveD EndlessSora
24
251
other
16
[NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
gan few-shot stylegan2 limited-data neurips-2021 image-synthesis generative-model image-generation generative-adversarial-network
Created 2021-11-11
8 commits to main branch, last one 2 years ago
tohinz
CharacterGAN tohinz
21
195
mit
15
CharacterGAN: Few-Shot Keypoint Character Animation and Reposing (Best Paper WACV 2022)
gan few-shot reposing animation generative-adversarial-network
Created 2021-01-19
85 commits to main branch, last one 2 years ago
ByChelsea
VAND-APRIL-GAN ByChelsea
20
160
unknown
3
[CVPR 2023 Workshop] VAND Challenge: 1st Place on Zero-shot AD and 4th Place on Few-shot AD
clip few-shot zero-shot visual-lauguage anomaly-detection
Created 2023-06-13
45 commits to master branch, last one 11 months ago
clovaai
dmfont clovaai
34
131
mit
8
Official PyTorch implementation of DM-Font (ECCV 2020)
dmfont pytorch eccv2020 few-shot font-generation
Created 2020-07-07
8 commits to master branch, last one 2 years ago
Xiaohan-Chen
transfer-learning-fault-diagnosis-pytorch Xiaohan-Chen
26
129
unknown
3
A transfer learning fault diagnosis repository covering popular algorithms
few-shot fault-diagnosis domain-adaptation transfer-learning
Created 2022-11-03
19 commits to main branch, last one about a month ago
jianguoz
Few-Shot-Intent-Detection jianguoz
25
125
unknown
4
Few-Shot-Intent-Detection includes popular challenging intent detection datasets with/without OOS queries and state-of-the-art baselines and results.
libary datasets few-shot intent-detection intent-classification
Created 2021-06-03
61 commits to main branch, last one 11 months ago
mboudiaf
TIM mboudiaf
18
116
mit
6
(NeurIPS 2020) Transductive Information Maximization for Few-Shot Learning https://arxiv.org/abs/2008.11297
few-shot neurips-2020 few-shot-learning mutual-information optimization-methods transductive-learning few-shot-classifcation
Created 2020-06-10
20 commits to master branch, last one about a year ago
Ze-Yang
Context-Transformer Ze-Yang
13
103
mit
10
Context-Transformer: Tackling Object Confusion for Few-Shot Detection, AAAI 2020
rfbnet pytorch few-shot transformer object-detection transfer-learning
Created 2020-03-23
82 commits to master branch, last one 2 years ago
Anirudh257
strm Anirudh257
16
95
unknown
4
[CVPR 2022] Official Pytorch Implementation for "Spatio-temporal Relation Modeling for Few-shot Action Recognition". SOTA Results for Few-shot Action Recognition
cvpr cvpr2022 few-shot spatio-temporal few-shot-learning action-recognition few-shot-recognition
Created 2022-04-01
6 commits to main branch, last one about a year ago
leezythu
FlexKBQA leezythu
4
60
mit
3
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering
kbqa sparql few-shot data-generation few-shot-learning large-language-model knowledge-base-question-answering
Created 2023-03-07
83 commits to main branch, last one 8 months ago
wenliangdai
Modality-Transferable-MER wenliangdai
5
59
cc-by-4.0
3
Modality-Transferable-MER, multimodal emotion recognition model with zero-shot and few-shot abilities.
nlp iemocap pytorch few-shot cmu-mosei zero-shot multimodal deep-learning emotion-recognition
Created 2020-05-10
82 commits to master branch, last one 3 years ago
shellysheynin
A-Hierarchical-Transformation-Discriminating-Generative-Model-for-Few-Shot-Anomaly-Detection shellysheynin
14
58
unknown
3
Official pytorch implementation of the paper: "A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection"
gan self pytorch few-shot official localization transformation defect-detection anomaly-detection supervised-learning
Created 2021-04-20
76 commits to master branch, last one 2 years ago
CHeggan
MetaAudio-A-Few-Shot-Audio-Classification-Benchmark CHeggan
10
57
unknown
3
A new comprehensive and diverse few-shot acoustic classification benchmark.
python pytorch few-shot acoustics deep-learning meta-learning
Created 2022-01-11
186 commits to main branch, last one 6 hours ago
gentaiscool
few-shot-lm gentaiscool
2
52
apache-2.0
5
The source code of "Language Models are Few-shot Multilingual Learners" (MRL @ EMNLP 2021)
t5 gpt nlp intent few-shot multilingual language-model few-shot-learning
Created 2021-08-04
60 commits to master branch, last one 2 years ago
astra-vision
ManiFest astra-vision
4
49
apache-2.0
2
Few-shot image translation method working on unstructured environments. ECCV 2022
gan cvpr eccv gans eccv2022 few-shot one-shot computer-vision conditional-gan generative-model image-processing few-shot-learning image-translation one-shot-learning image-to-image-translation generative-adversarial-network
Created 2021-11-26
16 commits to main branch, last one about a year ago
Frozenmad
MetaDelta Frozenmad
5
46
mit
2
1st solution to AAAI 2021 and NeurIPS 2021 MetaDL competition from Team Meta_Learners. Serve as a strong baseline for cd metadl challenge.
automl pytorch few-shot deep-learning meta-learning
Created 2020-12-15
13 commits to main branch, last one about a year ago