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 551–575 of 6439 papers

Title	Date	Tasks	Status	Hype
General Frameworks for Conditional Two-Sample Testing	Oct 22, 2024	Domain AdaptationFairness	CodeCode Available	0
Co-training partial domain adaptation networks for industrial Fault Diagnosis	Oct 22, 2024	Domain AdaptationFault Diagnosis	—Unverified	0
Assessment of Transformer-Based Encoder-Decoder Model for Human-Like Summarization	Oct 22, 2024	Abstractive Text SummarizationArticles	—Unverified	0
GALA: Graph Diffusion-based Alignment with Jigsaw for Source-free Domain Adaptation	Oct 22, 2024	Domain AdaptationGRAPH DOMAIN ADAPTATION	CodeCode Available	1
Domain-Adaptive Pre-training of Self-Supervised Foundation Models for Medical Image Classification in Gastrointestinal Endoscopy	Oct 21, 2024	Domain Adaptationimage-classification	CodeCode Available	0
GenGMM: Generalized Gaussian-Mixture-based Domain Adaptation Model for Semantic Segmentation	Oct 21, 2024	Domain AdaptationSemantic Segmentation	CodeCode Available	0
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis	Oct 21, 2024	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
LiOn-XA: Unsupervised Domain Adaptation via LiDAR-Only Cross-Modal Adversarial Training	Oct 21, 2024	Domain AdaptationSemantic Segmentation	CodeCode Available	0
Data-Efficient CLIP-Powered Dual-Branch Networks for Source-Free Unsupervised Domain Adaptation	Oct 21, 2024	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Statistical Inference for Feature Selection after Optimal Transport-based Domain Adaptation	Oct 19, 2024	Domain Adaptationfeature selection	—Unverified	0
Unsupervised Domain Adaptation Approaches for Chessboard Recognition	Oct 19, 2024	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	0
AC-Mix: Self-Supervised Adaptation for Low-Resource Automatic Speech Recognition using Agnostic Contrastive Mixup	Oct 18, 2024	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Pseudo-label Refinement for Improving Self-Supervised Learning Systems	Oct 18, 2024	ClusteringDomain Adaptation	—Unverified	0
Gradual Domain Adaptation via Manifold-Constrained Distributionally Robust Optimization	Oct 17, 2024	AttributeDomain Adaptation	—Unverified	0
SiamSeg: Self-Training with Contrastive Learning for Unsupervised Domain Adaptation Semantic Segmentation in Remote Sensing	Oct 17, 2024	Contrastive LearningDiversity	CodeCode Available	1
Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation	Oct 17, 2024	Domain AdaptationImage Segmentation	—Unverified	0
iFuzzyTL: Interpretable Fuzzy Transfer Learning for SSVEP BCI System	Oct 16, 2024	Domain AdaptationEEG	—Unverified	0
DaDiff: Domain-aware Diffusion Model for Nighttime UAV Tracking	Oct 16, 2024	Domain Adaptation	CodeCode Available	1
Dual Action Policy for Robust Sim-to-Real Reinforcement Learning	Oct 16, 2024	Domain Adaptation	—Unverified	0
From Real Artifacts to Virtual Reference: A Robust Framework for Translating Endoscopic Images	Oct 15, 2024	Contrastive LearningDenoising	—Unverified	0
Reducing Source-Private Bias in Extreme Universal Domain Adaptation	Oct 15, 2024	Domain AdaptationSelf-Supervised Learning	—Unverified	0
Adversarial Feature Equilibrium Network for Multimodal Change Detection in Heterogeneous Remote Sensing Images	Oct 14, 2024	Change DetectionDomain Adaptation	CodeCode Available	0
Scalable Multi-Domain Adaptation of Language Models using Modular Experts	Oct 14, 2024	Domain AdaptationGeneral Knowledge	—Unverified	0
Domain-Conditioned Transformer for Fully Test-time Adaptation	Oct 14, 2024	Domain AdaptationTest-time Adaptation	CodeCode Available	0
3DS: Decomposed Difficulty Data Selection's Case Study on LLM Medical Domain Adaptation	Oct 13, 2024	Domain 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