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 4601–4625 of 6439 papers

Title	Date	Tasks	Status	Hype
Information-theoretic analysis for transfer learning	May 18, 2020	Domain AdaptationTransfer Learning	—Unverified	0
Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation	May 18, 2020	Domain AdaptationOrgan Segmentation	—Unverified	0
DAMIA: Leveraging Domain Adaptation as a Defense against Membership Inference Attacks	May 16, 2020	Domain AdaptationInference Attack	—Unverified	0
Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation	May 16, 2020	Domain AdaptationKnowledge Distillation	CodeCode Available	0
Partial Domain Adaptation Using Graph Convolutional Networks	May 16, 2020	Domain AdaptationPartial Domain Adaptation	—Unverified	0
Domain Conditioned Adaptation Network	May 14, 2020	Domain Adaptation	CodeCode Available	1
DAugNet: Unsupervised, Multi-source, Multi-target, and Life-long Domain Adaptation for Semantic Segmentation of Satellite Images	May 13, 2020	Domain AdaptationSemantic Segmentation	—Unverified	0
Super-Resolution Domain Adaptation Networks for Semantic Segmentation via Pixel and Output Level Aligning	May 13, 2020	Domain AdaptationSegmentation	CodeCode Available	1
From Simulation to Real World Maneuver Execution using Deep Reinforcement Learning	May 13, 2020	Autonomous DrivingDeep Reinforcement Learning	—Unverified	0
Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing	May 11, 2020	Domain AdaptationMedical Image Analysis	—Unverified	0
Target-Independent Domain Adaptation for WBC Classification using Generative Latent Search	May 11, 2020	Domain Adaptation	CodeCode Available	1
Adipose Tissue Segmentation in Unlabeled Abdomen MRI using Cross Modality Domain Adaptation	May 11, 2020	Computed Tomography (CT)Descriptive	CodeCode Available	0
VIDIT: Virtual Image Dataset for Illumination Transfer	May 11, 2020	Domain AdaptationImage Relighting	CodeCode Available	1
An Inductive Transfer Learning Approach using Cycle-consistent Adversarial Domain Adaptation with Application to Brain Tumor Segmentation	May 11, 2020	Brain Tumor SegmentationDomain Adaptation	—Unverified	0
Class-Aware Domain Adaptation for Improving Adversarial Robustness	May 10, 2020	Adversarial AttackAdversarial Defense	—Unverified	0
Domain Adaptation for Image Dehazing	May 10, 2020	Domain AdaptationImage Dehazing	CodeCode Available	1
Sparsely-Labeled Source Assisted Domain Adaptation	May 8, 2020	ClusteringDomain Adaptation	—Unverified	0
Source-Relaxed Domain Adaptation for Image Segmentation	May 7, 2020	Domain AdaptationImage Segmentation	CodeCode Available	1
Domain Adaptation in Highly Imbalanced and Overlapping Datasets	May 7, 2020	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Quantum correlation alignment for unsupervised domain adaptation	May 7, 2020	Domain AdaptationUnsupervised Domain Adaptation	CodeCode Available	0
Unsupervised Instance Segmentation in Microscopy Images via Panoptic Domain Adaptation and Task Re-weighting	May 5, 2020	Domain AdaptationInstance Segmentation	CodeCode Available	1
KinGDOM: Knowledge-Guided DOMain adaptation for sentiment analysis	May 2, 2020	Domain AdaptationSentiment Analysis	CodeCode Available	1
Domain Adaptive Multibranch Networks	May 1, 2020	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Content-Equivalent Translated Parallel News Corpus and Extension of Domain Adaptation for NMT	May 1, 2020	ArticlesDomain Adaptation	—Unverified	0
Cross-Domain Evaluation of Edge Detection for Biomedical Event Extraction	May 1, 2020	Domain AdaptationEdge Detection	—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