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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
1,171 commits to master branch, last one 20 days ago
A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.
Created
2020-03-10
306 commits to master branch, last one 2 years ago
Corruption and Perturbation Robustness (ICLR 2019)
Created
2018-04-06
74 commits to master branch, last one 2 years ago
Collection of awesome test-time (domain/batch/instance) adaptation methods
Created
2021-12-14
187 commits to main branch, last one 10 days ago
A Harder ImageNet Test Set (CVPR 2021)
Created
2019-06-10
16 commits to master branch, last one 3 years ago
Awesome things about domain generalization, including papers, code, etc.
Created
2022-02-07
48 commits to main branch, last one about a year ago
Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization
Created
2022-04-13
289 commits to main branch, last one about a month ago
PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model towards zero-shot style transfer of OOD custom voice.
Created
2022-10-09
6 commits to main branch, last one 9 months ago
GMoE could be the next backbone model for many kinds of generalization task.
Created
2022-05-28
28 commits to main branch, last one about a year ago
Domain Generalization with MixStyle (ICLR'21)
Created
2020-07-24
45 commits to master branch, last one 2 years ago
Code for Transfer Learning book--《迁移学习导论》配套代码
Created
2022-02-08
43 commits to main branch, last one about a year ago
ImageNet-R(endition) and DeepAugment (ICCV 2021)
Created
2020-02-28
20 commits to master branch, last one 3 years ago
An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"
Created
2020-04-25
212 commits to master branch, last one 10 months ago
CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522
Created
2022-03-02
41 commits to main branch, last one about a year ago
A Unified Framework for scalable Vehicle Trajectory Prediction, ECCV 2024
Created
2024-02-05
55 commits to main branch, last one a day ago
[TPAMI] Searching prompt modules for parameter-efficient transfer learning.
Created
2022-06-06
57 commits to main branch, last one 11 months ago
[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
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
Created
2020-06-12
166 commits to master branch, last one 2 years ago
[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning
Created
2022-05-29
6 commits to main branch, last one about a year ago
Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020
Created
2020-03-17
6 commits to master branch, last one 2 years ago
[ICLR 2022] Official pytorch implementation of "Uncertainty Modeling for Out-of-Distribution Generalization" in International Conference on Learning Representations (ICLR) 2022.
Created
2022-02-08
4 commits to main branch, last one 2 years ago
[AAAI 2020] Pytorch codes for Regularized Fine-grained Meta Face Anti-spoofing
Created
2019-11-18
20 commits to master branch, last one 2 years ago
CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021
Created
2021-08-13
7 commits to main branch, last one 3 years ago
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
Created
2022-03-17
12 commits to main branch, last one about a year ago
Domain Adaptation and Generalization for Medical Image Analysis
Created
2021-08-17
93 commits to main branch, last one 8 months ago
A curated list of papers and resources about the distribution shift in machine learning.
Created
2022-12-19
58 commits to main branch, last one about a year ago
[ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift
Created
2023-02-22
19 commits to main branch, last one about a year ago
Unsupervised Domain Adaptation for Computer Vision Tasks
Created
2021-07-16
33 commits to main branch, last one 2 years ago
[CVPR‘22] Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual Normalization
Created
2022-03-10
32 commits to main branch, last one 3 months ago
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...
Created
2022-11-09
39 commits to main branch, last one 9 months ago