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Best transfer learning and domain adaptation resources (papers, tutorials, datasets, etc.)
pytorch implementation for Contrastive Adaptation Network
[ACL 2024] Official PyTorch code for extracting features and training downstream models with emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation
Official implementation of Adaptive Graph Learning with Semantic Promotability for Domain Adaptation
CVPR2023 - Rethinking Federated Learning with Domain Shift: A Prototype View
Domain Adaptation with Adversarial Training on Penultimate Activations (AAAI 2023)
Interpretable Physics-informed Domain Adaptation Paradigm for Cross-machine Transfer Fault Diagnosis (故障诊断)
This is the Official PyTorch implemention of our ICASSP2024 paper "G2G: Generalized Learning by Cross-Domain Knowledge Transfer for Federated Domain Generalization".
"SSHT" (Semi-supervised Source Hypothesis Transfer.)
[AAAI 2022] Official Implementation of Active Learning for Domain Adaptation: An Energy-based Approach https://arxiv.org/abs/2112.01406
ICASSP 2023-2024 Papers: A complete collection of influential and exciting research papers from the ICASSP 2023-24 conferences. Explore the latest advancements in acoustics, speech and signal proce…
定时获取谷歌学术和arxiv论文的相关更新 (代码只有一个py文件,较简单有注释)
Gradual Source Domain Expansion for Unsupervised Domain Adaptation
Facebook AI Research Sequence-to-Sequence Toolkit written in Python.
a simplified version of wav2vec(1.0, vq, 2.0) in fairseq
Cross Domain Structure Preserving Projection for Heterogeneous Domain Adaptation
Graph Embedding and Distribution Adaptation for Domain Adaptation in Hyperspectral Image Classification
[AAAI 2024] Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
Multi-complementary Generative Adversarial Networks With Contrastive Learning for Hyperspectral lmage classification
Label-Free Model Evaluation and Weighted Uncertainty Sample Selection for Domain Adaptive Instance Segmentation
Local Context-Aware Active Domain Adaptation (ICCV 2023)