Domain Adaptation

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General • 16 methods

Methods

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Method	Year	Papers
DANCE Universal Domain Adaptation through Self Supervision	2020	8
Source Hypothesis Transfer Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation	2020	3
MSGAN Multi-source Domain Adaptation for Visual Sentiment Classification	2020	2
SIFA Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation	2020	2
SymmNet Unsupervised Multi-Class Domain Adaptation: Theory, Algorithms, and Practice	2020	2
SSTDA Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation	2020	2
Mechanism Transfer Few-shot Domain Adaptation by Causal Mechanism Transfer	2020	2
L2M Learning to Match Distributions for Domain Adaptation	2020	2
Tunable Network Deep Network Interpolation for Continuous Imagery Effect Transition	2018	2
DistanceNet Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits	2020	1
DAEL Domain Adaptive Ensemble Learning	2020	1
SRDC Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering	2020	1
SGPCS CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World Domains	2022	1
STMDA-RetinaNet A Multi Camera Unsupervised Domain Adaptation Pipeline for Object Detection in Cultural Sites through Adversarial Learning and Self-Training	2022	1
ALDI++ Align and Distill: Unifying and Improving Domain Adaptive Object Detection	2024	1