Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1101–1125 of 6439 papers

Title	Date	Tasks	Status	Hype
DiffClass: Diffusion-Based Class Incremental Learning	Mar 8, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
Agile Multi-Source-Free Domain Adaptation	Mar 8, 2024	Domain AdaptationSource-Free Domain Adaptation	CodeCode Available	0
Towards generalization of drug response prediction to single cells and patients utilizing importance-aware multi-source domain transfer learning	Mar 8, 2024	Domain AdaptationDrug Response Prediction	CodeCode Available	0
Physics-informed and Unsupervised Riemannian Domain Adaptation for Machine Learning on Heterogeneous EEG Datasets	Mar 7, 2024	Brain Computer Interfacechannel selection	—Unverified	0
MedFLIP: Medical Vision-and-Language Self-supervised Fast Pre-Training with Masked Autoencoder	Mar 7, 2024	Domain AdaptationMedical Image Analysis	—Unverified	0
ECAP: Extensive Cut-and-Paste Augmentation for Unsupervised Domain Adaptive Semantic Segmentation	Mar 6, 2024	Data AugmentationDomain Adaptation	CodeCode Available	0
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation	Mar 6, 2024	Domain AdaptationTransfer Learning	CodeCode Available	1
CMDA: Cross-Modal and Domain Adversarial Adaptation for LiDAR-Based 3D Object Detection	Mar 6, 2024	3D Object DetectionDomain Adaptation	—Unverified	0
Human Activity Recognition with Low-Resolution Infrared Array Sensor Using Semi-supervised Cross-domain Neural Networks for Indoor Environment	Mar 5, 2024	Activity RecognitionDomain Adaptation	—Unverified	0
Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models	Mar 5, 2024	Domain Adaptation	—Unverified	0
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization	Mar 5, 2024	Domain AdaptationDomain Generalization	—Unverified	0
Domain-Agnostic Mutual Prompting for Unsupervised Domain Adaptation	Mar 5, 2024	Domain AdaptationTransfer Learning	—Unverified	0
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation	Mar 5, 2024	Domain AdaptationPseudo Label	—Unverified	0
Domain adaptation, Explainability & Fairness in AI for Medical Image Analysis: Diagnosis of COVID-19 based on 3-D Chest CT-scans	Mar 4, 2024	Domain AdaptationFairness	CodeCode Available	0
On the impact of measure pre-conditionings on general parametric ML models and transfer learning via domain adaptation	Mar 4, 2024	Domain AdaptationLEMMA	—Unverified	0
Selection, Ensemble, and Adaptation: Advancing Multi-Source-Free Domain Adaptation via Architecture Zoo	Mar 3, 2024	Domain AdaptationModel Selection	—Unverified	0
Collaborate to Adapt: Source-Free Graph Domain Adaptation via Bi-directional Adaptation	Mar 3, 2024	Contrastive LearningDomain Adaptation	CodeCode Available	0
Machine Translation in the Covid domain: an English-Irish case study for LoResMT 2021	Mar 2, 2024	8kDomain Adaptation	—Unverified	0
Pairwise Alignment Improves Graph Domain Adaptation	Mar 2, 2024	Domain AdaptationGRAPH DOMAIN ADAPTATION	CodeCode Available	1
Margin Discrepancy-based Adversarial Training for Multi-Domain Text Classification	Mar 1, 2024	Domain Adaptationtext-classification	—Unverified	0
MaskLRF: Self-supervised Pretraining via Masked Autoencoding of Local Reference Frames for Rotation-invariant 3D Point Set Analysis	Mar 1, 2024	3D geometryDomain Adaptation	CodeCode Available	0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet Guidance	Feb 28, 2024	Autonomous DrivingDomain Adaptation	CodeCode Available	0
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric Estimation	Feb 28, 2024	Data AugmentationDomain Adaptation	CodeCode Available	0
Few-shot adaptation for morphology-independent cell instance segmentation	Feb 27, 2024	Domain AdaptationInstance Segmentation	—Unverified	0
An Empirical Study of the Generalization Ability of Lidar 3D Object Detectors to Unseen Domains	Feb 27, 2024	Autonomous DrivingDomain Adaptation	—Unverified	0

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All datasets Office-31 SYNTHIA-to-Cityscapes GTA5 to Cityscapes Office-Home VisDA2017 ImageCLEF-DA Cityscapes to ACDC MNIST-to-USPS SVHN-to-MNIST USPS-to-MNIST SVNH-to-MNIST MoLane

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	FFTAT	Average Accuracy	96	—	Unverified
2	PMTrans	Average Accuracy	95.3	—	Unverified
3	CMKD	Average Accuracy	94.4	—	Unverified
4	SSRT-B (ours)	Average Accuracy	93.5	—	Unverified
5	CDTrans	Average Accuracy	92.6	—	Unverified
6	CoVi	Average Accuracy	91.8	—	Unverified
7	GSDE	Average Accuracy	91.7	—	Unverified
8	FixBi	Average Accuracy	91.4	—	Unverified
9	Contrastive Adaptation Network	Average Accuracy	90.6	—	Unverified
10	BIWAA	Average Accuracy	90.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HALO	mIoU	78.1	—	Unverified
2	ILM-ASSL	mIoU	76.6	—	Unverified
3	DCF	mIoU	69.3	—	Unverified
4	HRDA+PiPa	mIoU	68.2	—	Unverified
5	MIC	mIoU	67.3	—	Unverified
6	FREDOM - Transformer	mIoU	67	—	Unverified
7	HRDA	mIoU	65.8	—	Unverified
8	SePiCo	mIoU	64.3	—	Unverified
9	MIC + Guidance Training	mIoU	63.8	—	Unverified
10	DAFormer + ProCST	mIoU	61.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HALO	mIoU	77.8	—	Unverified
2	DCF	mIoU	77.7	—	Unverified
3	ILM-ASSL	mIoU	76.1	—	Unverified
4	MIC	mIoU	75.9	—	Unverified
5	HRDA+PiPa	mIoU	75.6	—	Unverified
6	HRDA	mIoU	73.8	—	Unverified
7	FREDOM - Transformer	mIoU	73.6	—	Unverified
8	HALO	mIoU	73.3	—	Unverified
9	SePiCo	mIoU	70.3	—	Unverified
10	DAFormer + ProCST	mIoU	69.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SWG	Accuracy	92.3	—	Unverified
2	RCL	Accuracy	90	—	Unverified
3	PGA (ViT-L/14)	Accuracy	89.4	—	Unverified
4	PMTrans	Accuracy	89	—	Unverified
5	CMKD	Accuracy	89	—	Unverified
6	MIC	Accuracy	86.2	—	Unverified
7	PGA (ViT-B/16)	Accuracy	85.1	—	Unverified
8	ELS	Accuracy	84.6	—	Unverified
9	SDAT (ViT-B/16)	Accuracy	84.3	—	Unverified
10	CDTrans (DeiT-B)	Accuracy	80.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFTAT	Accuracy	93.8	—	Unverified
2	RCL	Accuracy	93.2	—	Unverified
3	MIC	Accuracy	92.8	—	Unverified
4	SWG	Accuracy	92.7	—	Unverified
5	CMKD	Accuracy	91.8	—	Unverified
6	DePT	Accuracy	90.7	—	Unverified
7	SDAT(ViT)	Accuracy	89.8	—	Unverified
8	SFDA2++	Accuracy	89.6	—	Unverified
9	PMtrans	Accuracy	88.8	—	Unverified
10	CoVi	Accuracy	88.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMKD	Accuracy	94.3	—	Unverified
2	MCC+NWD	Accuracy	90.7	—	Unverified
3	GLOT-DR	Accuracy	90.4	—	Unverified
4	SPL	Accuracy	90.3	—	Unverified
5	DFA-SAFN	Accuracy	90.2	—	Unverified
6	DADA	Accuracy	89.3	—	Unverified
7	DFA-ENT	Accuracy	89.1	—	Unverified
8	MEDM	Accuracy	88.9	—	Unverified
9	DDA	Accuracy	88.9	—	Unverified
10	IAFN+ENT	Accuracy	88.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SoRA	mIoU	78.8	—	Unverified
2	Rein	mIoU	77.6	—	Unverified
3	CoDA	mIoU	72.6	—	Unverified
4	Refign (HRDA)	mIoU	72.1	—	Unverified
5	HALO	mIoU	71.9	—	Unverified
6	MIC	mIoU	70.4	—	Unverified
7	HRDA	mIoU	68	—	Unverified
8	Refign (DAFormer)	mIoU	65.5	—	Unverified
9	VBLC (DAFormer)	mIoU	64.2	—	Unverified
10	CMFormer	mIoU	60.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FACT	Accuracy	98.8	—	Unverified
2	FAMCD	Accuracy	98.72	—	Unverified
3	DFA-MCD	Accuracy	98.6	—	Unverified
4	Mean teacher	Accuracy	98.26	—	Unverified
5	DRANet	Accuracy	98.2	—	Unverified
6	SHOT	Accuracy	98	—	Unverified
7	DFA-ENT	Accuracy	97.9	—	Unverified
8	CyCleGAN (Light-weight Calibrator)	Accuracy	97.1	—	Unverified