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 76–100 of 6439 papers

Title	Date	Tasks	Status	Hype
Homophily Enhanced Graph Domain Adaptation	May 26, 2025	Domain AdaptationGRAPH DOMAIN ADAPTATION	—Unverified	0
BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change	May 25, 2025	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	1
Making deep neural networks work for medical audio: representation, compression and domain adaptation	May 24, 2025	Domain AdaptationModel Compression	—Unverified	0
TULUN: Transparent and Adaptable Low-resource Machine Translation	May 24, 2025	Domain AdaptationLanguage Modeling	CodeCode Available	0
Mitigating Context Bias in Domain Adaptation for Object Detection using Mask Pooling	May 24, 2025	Domain Adaptationobject-detection	—Unverified	0
DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification	May 23, 2025	Domain AdaptationImage Retrieval	—Unverified	0
Style Transfer with Diffusion Models for Synthetic-to-Real Domain Adaptation	May 22, 2025	Domain AdaptationSemantic Segmentation	CodeCode Available	1
GCAL: Adapting Graph Models to Evolving Domain Shifts	May 22, 2025	Bilevel OptimizationDomain Adaptation	CodeCode Available	0
SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation	May 21, 2025	DisentanglementDomain Adaptation	—Unverified	0
Image-to-Image Translation with Diffusion Transformers and CLIP-Based Image Conditioning	May 21, 2025	DenoisingDomain Adaptation	—Unverified	0
Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers	May 21, 2025	Conformal PredictionDomain Adaptation	—Unverified	0
In-Domain African Languages Translation Using LLMs and Multi-armed Bandits	May 21, 2025	Domain AdaptationMachine Translation	—Unverified	0
GAMA: Geometry-Aware Manifold Alignment via Structured Adversarial Perturbations for Robust Domain Adaptation	May 21, 2025	Data AugmentationDomain Adaptation	—Unverified	0
Data Augmentation and Resolution Enhancement using GANs and Diffusion Models for Tree Segmentation	May 21, 2025	Data AugmentationDomain Adaptation	—Unverified	0
seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic Segmentation	May 21, 2025	3D Semantic SegmentationAutonomous Driving	CodeCode Available	0
GAMA++: Disentangled Geometric Alignment with Adaptive Contrastive Perturbation for Reliable Domain Transfer	May 21, 2025	DisentanglementDiversity	—Unverified	0
Feature-Weighted MMD-CORAL for Domain Adaptation in Power Transformer Fault Diagnosis	May 20, 2025	DiagnosticDomain Adaptation	—Unverified	0
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval	May 20, 2025	Domain AdaptationRetrieval	—Unverified	0
Domain Adaptation for Multi-label Image Classification: a Discriminator-free Approach	May 20, 2025	Domain Adaptationimage-classification	CodeCode Available	1
Domain Adaptation of VLM for Soccer Video Understanding	May 20, 2025	Action ClassificationDomain Adaptation	—Unverified	0
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation	May 20, 2025	Computational EfficiencyDomain Adaptation	—Unverified	0
Generalizable Multispectral Land Cover Classification via Frequency-Aware Mixture of Low-Rank Token Experts	May 20, 2025	Domain AdaptationDomain Generalization	—Unverified	0
Bi-level Unbalanced Optimal Transport for Partial Domain Adaptation	May 19, 2025	Domain AdaptationPartial Domain Adaptation	—Unverified	0
Pave Your Own Path: Graph Gradual Domain Adaptation on Fused Gromov-Wasserstein Geodesics	May 19, 2025	Domain AdaptationGRAPH DOMAIN ADAPTATION	—Unverified	0
On the Mechanisms of Adversarial Data Augmentation for Robust and Adaptive Transfer Learning	May 19, 2025	Data AugmentationDomain 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