58 results found Sort:

jindongwang
transferlearning jindongwang
3.8k
13.6k
mit
340
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
1,177 commits to master branch, last one 5 days ago
KaiyangZhou
Dassl.pytorch KaiyangZhou
172
1.2k
mit
18
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
pytorch deep-learning computer-vision machine-learning domain-adaptation benchmark-datasets deep-neural-networks domain-generalization artificial-intelligence semi-supervised-learning
Created 2020-03-10
306 commits to master branch, last one 2 years ago
hendrycks
robustness hendrycks
145
1.0k
apache-2.0
14
Corruption and Perturbation Robustness (ICLR 2019)
pytorch imagenet ml-safety robustness deep-learning computer-vision machine-learning domain-generalization convolutional-neural-networks
Created 2018-04-06
74 commits to master branch, last one 2 years ago
tim-learn
awesome-test-time-adaptation tim-learn
55
805
mit
22
Collection of awesome test-time (domain/batch/instance) adaptation methods
domain-adaptation transfer-learning distribution-shift test-time-training test-time-adaptation domain-generalization test-time-augmentation source-free-domain-adaptation continual-test-time-adaptation
Created 2021-12-14
191 commits to main branch, last one 3 days ago
hendrycks
natural-adv-examples hendrycks
52
596
mit
12
A Harder ImageNet Test Set (CVPR 2021)
imagenet ml-safety robustness adversarial-attacks adversarial-example domain-generalization
Created 2019-06-10
16 commits to master branch, last one 3 years ago
junkunyuan
Awesome-Domain-Generalization junkunyuan
44
394
unknown
5
Awesome things about domain generalization, including papers, code, etc.
papers awesome datasets libraries awesome-list deep-learning domain-generalization
Created 2022-02-07
48 commits to main branch, last one about a year ago
Feaxure-fresh
TL-Fault-Diagnosis-Library Feaxure-fresh
40
368
unknown
5
Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization
domain-adaptation transfer-learning domain-generalization partial-domain-adaptation open-set-domain-adaptation universal-domain-adaptation fault-detection-and-diagnosis
Created 2022-04-13
289 commits to main branch, last one 2 months ago
Rongjiehuang
GenerSpeech Rongjiehuang
44
321
mit
17
PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model towards zero-shot style transfer of OOD custom voice.
tts neurips-2022 style-transfer text-to-speech speech-synthesis domain-generalization
Created 2022-10-09
6 commits to main branch, last one 10 months ago
Luodian
Generalizable-Mixture-of-Experts Luodian
35
298
mit
15
GMoE could be the next backbone model for many kinds of generalization task.
pytorch deep-learning mixture-of-experts domain-generalization pytorch-implementation
Created 2022-05-28
28 commits to main branch, last one about a year ago
KaiyangZhou
mixstyle-release KaiyangZhou
39
283
mit
6
Domain Generalization with MixStyle (ICLR'21)
iclr2021 feature-statistics image-classification domain-generalization reinforcement-learning person-reidentification representation-learning
Created 2020-07-24
45 commits to master branch, last one 2 years ago
jindongwang
tlbook-code jindongwang
50
272
apache-2.0
6
Code for Transfer Learning book--《迁移学习导论》配套代码
domain-adaptation transfer-learning federated-learning domain-generalization
Created 2022-02-08
43 commits to main branch, last one about a year ago
vita-epfl
UniTraj vita-epfl
30
265
other
6
A Unified Framework for scalable Vehicle Trajectory Prediction, ECCV 2024
framework generalizability domain-generalization trajectory-prediction multi-dataset-training cross-dataset-evaluation
Created 2024-02-05
61 commits to main branch, last one 19 days ago
hendrycks
imagenet-r hendrycks
18
258
mit
8
ImageNet-R(endition) and DeepAugment (ICCV 2021)
ml-safety robustness domain-adaptation out-of-distribution domain-generalization
Created 2020-02-28
20 commits to master branch, last one 3 years ago
mseg-dataset
mseg-api mseg-dataset
45
249
other
16
An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"
python domain-generalization semantic-segmentation multi-domain-segmentation
Created 2020-04-25
212 commits to master branch, last one 11 months ago
zhihou7
BatchFormer zhihou7
21
248
unknown
6
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
cvpr2022 domain-adaptation few-shot-learning zero-shot-learning contrastive-learning domain-generalization long-tailed-recognition representation-learning
Created 2022-03-02
41 commits to main branch, last one about a year ago
ZhangYuanhan-AI
NOAH ZhangYuanhan-AI
11
227
mit
2
[TPAMI] Searching prompt modules for parameter-efficient transfer learning.
pytorch deep-learning prompt-tuning visual-prompting pre-trained-model transfer-learning domain-generalization
Created 2022-06-06
57 commits to main branch, last one about a year ago
ShengcaiLiao
QAConv ShengcaiLiao
31
206
mit
5
[ECCV 2020] QAConv: Interpretable and Generalizable Person Re-Identification with Query-Adaptive Convolution and Temporal Lifting, and [CVPR 2022] GS: Graph Sampling Based Deep Metric Learning
reid re-id person-reid person-search correspondence generalization image-matching metric-learning temporal-models generalizability interpretability person-retrieval re-identification person-recognition adaptive-convolution deep-metric-learning domain-generalization person-reidentification person-re-identification interpretable-deep-learning
Created 2019-07-08
53 commits to master branch, last one about a year ago
microsoft
robustdg microsoft
30
174
mit
10
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
causality machine-learning domain-generalization artificial-intelligence privacy-preserving-machine-learning
Created 2020-06-12
166 commits to master branch, last one 2 years ago
BeierZhu
Prompt-align BeierZhu
9
153
unknown
3
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
clip pytorch prompt-tuning image-classification domain-generalization few-shot-classifcation
Created 2022-05-29
6 commits to main branch, last one about a year ago
lixiaotong97
DSU lixiaotong97
16
148
unknown
3
[ICLR 2022] Official pytorch implementation of "Uncertainty Modeling for Out-of-Distribution Generalization" in International Conference on Learning Representations (ICLR) 2022.
iclr2022 out-of-distribution domain-generalization
Created 2022-02-08
4 commits to main branch, last one 2 years ago
cleardusk
MFR cleardusk
16
147
unknown
20
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
cvpr-2020 meta-learning face-recognition domain-adaptation domain-generalization
Created 2020-03-17
6 commits to master branch, last one 3 years ago
rshaojimmy
RFMetaFAS rshaojimmy
29
142
unknown
12
[AAAI 2020] Pytorch codes for Regularized Fine-grained Meta Face Anti-spoofing
meta-learning face-antispoofing domain-generalization
Created 2019-11-18
20 commits to master branch, last one 2 years ago
amazon-science
crossnorm-selfnorm amazon-science
7
129
apache-2.0
2
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
iccv-2021 normalization computer-vision model-robustness domain-adaptation domain-generalization natural-language-processing
Created 2021-08-13
7 commits to main branch, last one 3 years ago
YyzHarry
multi-domain-imbalance YyzHarry
15
129
mit
4
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
ood eccv eccv-2022 imbalance long-tail multi-domain deep-learning imbalanced-data domain-adaptation ood-generalization imbalanced-learning domain-generalization multi-domain-learning long-tailed-recognition imbalanced-classification
Created 2022-03-17
12 commits to main branch, last one about a year ago
HiLab-git
DAG4MIA HiLab-git
12
123
mit
6
Domain Adaptation and Generalization for Medical Image Analysis
medical-imaging domain-adaptation domain-generalization
Created 2021-08-17
93 commits to main branch, last one 9 months ago
weitianxin
awesome-distribution-shift weitianxin
8
107
unknown
2
A curated list of papers and resources about the distribution shift in machine learning.
graph fairness robustness deep-learning generalization neural-network machine-learning domain-adaptation distribution-shift domain-generalization artificial-intelligence
Created 2022-12-19
58 commits to main branch, last one about a year ago
zzzqzhou
Dual-Normalization zzzqzhou
14
103
mit
6
[CVPR‘22] Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization
domain-generalization medical-image-segmentation
Created 2022-03-10
32 commits to main branch, last one 5 months ago
YyzHarry
SubpopBench YyzHarry
13
102
mit
5
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
icml subgroup benchmark icml-2023 subpopulation ood-robustness class-imbalance ood-generalization out-of-distribution subpopulation-shift domain-generalization spurious-correlations
Created 2023-02-22
19 commits to main branch, last one about a year ago
microsoft
UDA microsoft
15
101
mit
7
Unsupervised Domain Adaptation for Computer Vision Tasks
dann discriminator domain-adaptation domain-generalization
Created 2021-07-16
33 commits to main branch, last one 2 years ago
conditionWang
FLNK conditionWang
11
83
unknown
6
Federated Learning with New Knowledge -- explore to incorporate various new knowledge into existing FL systems and evolve these systems to reduce costs, extend their lifespan, and facilitate sustainab...
sustainability domain-adaptation foundation-models continual-learning federated-learning domain-generalization large-language-models multiparty-computation out-of-distribution-detection
Created 2022-11-09
39 commits to main branch, last one 10 months ago