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

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

Corruption and Perturbation Robustness (ICLR 2019)

Collection of awesome test-time (domain/batch/instance) adaptation methods

A Harder ImageNet Test Set (CVPR 2021)

Awesome things about domain generalization, including papers, code, etc.

Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization

Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation (ICLR 2020 spotlight)

PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model towards zero-shot style transfer of OOD custom voice.

GMoE could be the next backbone model for many kinds of generalization task.

Domain Generalization with MixStyle (ICLR'21)

Code for Transfer Learning book--《迁移学习导论》配套代码

ImageNet-R(endition) and DeepAugment (ICCV 2021)

A Unified Framework for scalable Vehicle Trajectory Prediction, ECCV 2024

An Official Repo of CVPR '20 "MSeg: A Composite Dataset for Multi-Domain Segmentation"

CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522

[TPAMI] Searching prompt modules for parameter-efficient transfer learning.

[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

Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.

[ICCV 2023] Prompt-aligned Gradient for Prompt Tuning