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 2676–2700 of 6439 papers

Title	Date	Tasks	Status	Hype
Confidence Score for Source-Free Unsupervised Domain Adaptation	Jun 14, 2022	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	1
Estimating Pose from Pressure Data for Smart Beds with Deep Image-based Pose Estimators	Jun 13, 2022	Domain AdaptationPose Estimation	—Unverified	0
Contrastive Learning for Unsupervised Domain Adaptation of Time Series	Jun 13, 2022	Contrastive LearningDomain Adaptation	CodeCode Available	1
A Semantic Consistency Feature Alignment Object Detection Model Based on Mixed-Class Distribution Metrics	Jun 12, 2022	Domain AdaptationInstance Segmentation	—Unverified	0
Unsupervised Foggy Scene Understanding via Self Spatial-Temporal Label Diffusion	Jun 10, 2022	Autonomous DrivingDomain Adaptation	CodeCode Available	0
ConFUDA: Contrastive Fewshot Unsupervised Domain Adaptation for Medical Image Segmentation	Jun 8, 2022	Contrastive LearningDomain Adaptation	—Unverified	0
Fair Classification via Domain Adaptation: A Dual Adversarial Learning Approach	Jun 8, 2022	AttributeClassification	CodeCode Available	0
Deep Learning Techniques for Visual Counting	Jun 7, 2022	Deep LearningDomain Adaptation	—Unverified	0
OneRing: A Simple Method for Source-free Open-partial Domain Adaptation	Jun 7, 2022	Domain AdaptationDomain Generalization	CodeCode Available	1
Self-supervised Domain Adaptation in Crowd Counting	Jun 7, 2022	Crowd CountingDomain Adaptation	—Unverified	0
Searching for Optimal Subword Tokenization in Cross-domain NER	Jun 7, 2022	Domain AdaptationNER	CodeCode Available	0
Relation Matters: Foreground-aware Graph-based Relational Reasoning for Domain Adaptive Object Detection	Jun 6, 2022	Domain AdaptationGraph Attention	—Unverified	0
ACT: Semi-supervised Domain-adaptive Medical Image Segmentation with Asymmetric Co-training	Jun 5, 2022	Domain AdaptationImage Segmentation	—Unverified	0
Efficient Annotation and Learning for 3D Hand Pose Estimation: A Survey	Jun 5, 2022	3D Hand Pose EstimationDomain Adaptation	—Unverified	0
Team VI-I2R Technical Report on EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition 2021	Jun 3, 2022	Action RecognitionDomain Adaptation	—Unverified	0
On the Generalization of Wasserstein Robust Federated Learning	Jun 3, 2022	Domain AdaptationFederated Learning	—Unverified	0
Learning Unbiased Transferability for Domain Adaptation by Uncertainty Modeling	Jun 2, 2022	Domain AdaptationPseudo Label	CodeCode Available	0
SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG	Jun 2, 2022	Brain Computer InterfaceDomain Adaptation	CodeCode Available	1
Finding the Right Recipe for Low Resource Domain Adaptation in Neural Machine Translation	Jun 2, 2022	8kDomain Adaptation	—Unverified	0
Discovering Financial Hypernyms by Prompting Masked Language Models	Jun 1, 2022	Domain AdaptationLanguage Modeling	—Unverified	0
Transfer Learning Methods for Domain Adaptation in Technical Logbook Datasets	Jun 1, 2022	Domain AdaptationTransfer Learning	—Unverified	0
An Analysis of Dialogue Act Sequence Similarity Across Multiple Domains	Jun 1, 2022	Domain Adaptation	—Unverified	0
Towards an Open-Source Dutch Speech Recognition System for the Healthcare Domain	Jun 1, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements	Jun 1, 2022	Domain AdaptationTransfer Learning	—Unverified	0
Evaluating Tokenizers Impact on OOVs Representation with Transformers Models	Jun 1, 2022	AnatomyDomain Adaptation	CodeCode Available	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