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 376–400 of 6439 papers

Title	Date	Tasks	Status	Hype	Score
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation	Jan 21, 2019	Diabetic Retinopathy DetectionDomain Adaptation	CodeCode Available	1	5
Adaptive Machine Translation with Large Language Models	Jan 30, 2023	DecoderDomain Adaptation	CodeCode Available	1	5
A Large-scale Multi Domain Leukemia Dataset for the White Blood Cells Detection with Morphological Attributes for Explainability	May 17, 2024	AttributeDomain Adaptation	CodeCode Available	1	5
A Large-scale Study of Spatiotemporal Representation Learning with a New Benchmark on Action Recognition	Mar 23, 2023	Action RecognitionDomain Adaptation	CodeCode Available	1	5
CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial Learning	Sep 30, 2021	Activity RecognitionContrastive Learning	CodeCode Available	1	5
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis	Dec 5, 2023	Domain AdaptationFault Diagnosis	CodeCode Available	1	5
Disentangled Representations for Domain-generalized Cardiac Segmentation	Aug 26, 2020	AnatomyCardiac Segmentation	CodeCode Available	1	5
A Balanced and Uncertainty-aware Approach for Partial Domain Adaptation	Mar 5, 2020	Domain AdaptationPartial Domain Adaptation	CodeCode Available	1	5
Category Contrast for Unsupervised Domain Adaptation in Visual Tasks	Jun 5, 2021	Contrastive LearningDomain Adaptation	CodeCode Available	1	5
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World Domains	Jun 16, 2022	2D Semantic SegmentationAutonomous Driving	CodeCode Available	1	5
DmifNet:3D Shape Reconstruction Based on Dynamic Multi-Branch Information Fusion	Nov 21, 2020	3D Object Reconstruction3D Shape Reconstruction	CodeCode Available	1	5
CaTGrasp: Learning Category-Level Task-Relevant Grasping in Clutter from Simulation	Sep 19, 2021	Domain AdaptationDomain Generalization	CodeCode Available	1	5
Copy Is All You Need	Jul 13, 2023	AllDomain Adaptation	CodeCode Available	1	5
Domain Adaptation as a Problem of Inference on Graphical Models	Feb 9, 2020	Bayesian InferenceDomain Adaptation	CodeCode Available	1	5
Few-Shot Domain Adaptation For End-to-End Communication	Aug 2, 2021	DecoderDomain Adaptation	CodeCode Available	1	5
Domain Adaptation for Head Pose Estimation Using Relative Pose Consistency	Jan 19, 2023	Domain AdaptationHead Pose Estimation	CodeCode Available	1	5
Domain Adaptation for Image Dehazing	May 10, 2020	Domain AdaptationImage Dehazing	CodeCode Available	1	5
CDAC: Cross-domain Attention Consistency in Transformer for Domain Adaptive Semantic Segmentation	Jan 1, 2023	Domain AdaptationSemantic Segmentation	CodeCode Available	1	5
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation	Sep 13, 2021	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	1	5
A-LINK: Recognizing Disguised Faces via Active Learning based Inter-Domain Knowledge	Sep 23, 2019	Active LearningDomain Adaptation	CodeCode Available	1	5
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift	Apr 7, 2022	Domain AdaptationTime Series	CodeCode Available	1	5
Domain Adaptation for Underwater Image Enhancement via Content and Style Separation	Feb 17, 2022	Domain AdaptationImage Enhancement	CodeCode Available	1	5
Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation	Feb 10, 2021	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	1	5
Cross-Domain Facial Expression Recognition: A Unified Evaluation Benchmark and Adversarial Graph Learning	Aug 3, 2020	Cross-Domain Facial Expression RecognitionDomain Adaptation	CodeCode Available	1	5
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation	Mar 15, 2021	Domain AdaptationImage Segmentation	CodeCode Available	1	5

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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