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 101–125 of 6439 papers

Title	Date	Tasks	Status	Hype
Always Clear Depth: Robust Monocular Depth Estimation under Adverse Weather	May 18, 2025	Autonomous DrivingDepth Estimation	CodeCode Available	1
Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation	May 18, 2025	DeepFake DetectionDomain Adaptation	—Unverified	0
Improving Out-of-Domain Robustness with Targeted Augmentation in Frequency and Pixel Spaces	May 18, 2025	Domain Adaptation	—Unverified	0
Bridging the Reality Gap in Digital Twins with Context-Aware, Physics-Guided Deep Learning	May 17, 2025	Domain AdaptationStructural Health Monitoring	—Unverified	0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation	May 17, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
Open Set Domain Adaptation with Vision-language models via Gradient-aware Separation	May 16, 2025	Domain Adaptation	—Unverified	0
LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors	May 16, 2025	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment	May 15, 2025	Domain Adaptation	—Unverified	0
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation	May 15, 2025	Domain AdaptationImage Segmentation	CodeCode Available	0
TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation	May 15, 2025	Domain AdaptationPseudo Label	CodeCode Available	0
Bias and Generalizability of Foundation Models across Datasets in Breast Mammography	May 14, 2025	Domain AdaptationFairness	—Unverified	0
Optimal Transport-Based Domain Adaptation for Rotated Linear Regression	May 14, 2025	Domain Adaptationregression	—Unverified	0
Promoting SAM for Camouflaged Object Detection via Selective Key Point-based Guidance	May 14, 2025	Domain Adaptationobject-detection	—Unverified	0
Recent Advances in Medical Imaging Segmentation: A Survey	May 14, 2025	Domain AdaptationFew-Shot Learning	CodeCode Available	2
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning	May 13, 2025	Continual LearningDomain Adaptation	—Unverified	0
Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting	May 13, 2025	Domain AdaptationSource-Free Domain Adaptation	CodeCode Available	0
Noise Optimized Conditional Diffusion for Domain Adaptation	May 12, 2025	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation	May 11, 2025	Domain AdaptationDomain Generalization	—Unverified	0
Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation	May 11, 2025	Autonomous DrivingDomain Adaptation	—Unverified	0
X-Sim: Cross-Embodiment Learning via Real-to-Sim-to-Real	May 11, 2025	Domain AdaptationImitation Learning	—Unverified	0
Enhancing Monocular Height Estimation via Sparse LiDAR-Guided Correction	May 11, 2025	Domain Adaptation	—Unverified	0
TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification	May 10, 2025	Domain AdaptationDomain Generalization	—Unverified	0
TopicVD: A Topic-Based Dataset of Video-Guided Multimodal Machine Translation for Documentaries	May 9, 2025	Domain AdaptationMachine Translation	CodeCode Available	0
Semantic Style Transfer for Enhancing Animal Facial Landmark Detection	May 8, 2025	Data AugmentationDomain Adaptation	—Unverified	0
VaCDA: Variational Contrastive Alignment-based Scalable Human Activity Recognition	May 8, 2025	Activity RecognitionContrastive Learning	—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	CMKD	Accuracy	89	—	Unverified
5	PMTrans	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	DDA	Accuracy	88.9	—	Unverified
9	MEDM	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