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 4351–4375 of 6439 papers

Title	Date	Tasks	Status	Hype
CSCL: Critical Semantic-Consistent Learning for Unsupervised Domain Adaptation	Aug 24, 2020	Domain AdaptationSemantic Segmentation	—Unverified	0
Unsupervised Domain Adaptation via Discriminative Manifold Propagation	Aug 23, 2020	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Online Visual Tracking with One-Shot Context-Aware Domain Adaptation	Aug 22, 2020	Domain AdaptationVisual Tracking	—Unverified	0
Learning Domain-invariant Graph for Adaptive Semi-supervised Domain Adaptation with Few Labeled Source Samples	Aug 21, 2020	Domain AdaptationGraph Learning	—Unverified	0
Domain Adaptation of Learned Features for Visual Localization	Aug 21, 2020	Domain AdaptationVisual Localization	—Unverified	0
Adapting Event Extractors to Medical Data: Bridging the Covariate Shift	Aug 21, 2020	Domain AdaptationEvent Extraction	—Unverified	0
Grasping Detection Network with Uncertainty Estimation for Confidence-Driven Semi-Supervised Domain Adaptation	Aug 20, 2020	Domain AdaptationSemi-supervised Domain Adaptation	—Unverified	0
No-reference Screen Content Image Quality Assessment with Unsupervised Domain Adaptation	Aug 19, 2020	DiversityDomain Adaptation	—Unverified	0
Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object Detector	Aug 19, 2020	Domain Adaptation	CodeCode Available	1
Cross-Domain Identification for Thermal-to-Visible Face Recognition	Aug 19, 2020	Domain AdaptationFace Recognition	CodeCode Available	0
Virtual Adversarial Training in Feature Space to Improve Unsupervised Video Domain Adaptation	Aug 19, 2020	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature Alignment	Aug 19, 2020	Domain AdaptationGeneral Classification	CodeCode Available	0
A Framework for Studying Reinforcement Learning and Sim-to-Real in Robot Soccer	Aug 18, 2020	Domain Adaptationreinforcement-learning	—Unverified	0
Unsupervised Transfer Learning for Anomaly Detection: Application to Complementary Operating Condition Transfer	Aug 18, 2020	Anomaly DetectionClustering	—Unverified	0
Siloed Federated Learning for Multi-Centric Histopathology Datasets	Aug 17, 2020	Deep LearningDomain Adaptation	—Unverified	0
Source Free Domain Adaptation with Image Translation	Aug 17, 2020	Domain Adaptationimage-classification	—Unverified	0
First U-Net Layers Contain More Domain Specific Information Than The Last Ones	Aug 17, 2020	DiversityDomain Adaptation	CodeCode Available	0
We Learn Better Road Pothole Detection: from Attention Aggregation to Adversarial Domain Adaptation	Aug 16, 2020	Domain AdaptationSegmentation	CodeCode Available	1
Adaptation Algorithms for Neural Network-Based Speech Recognition: An Overview	Aug 14, 2020	Data AugmentationDomain Adaptation	CodeCode Available	0
Adaptable Multi-Domain Language Model for Transformer ASR	Aug 14, 2020	Domain AdaptationLanguage Modeling	—Unverified	0
On Localized Discrepancy for Domain Adaptation	Aug 14, 2020	Domain AdaptationGeneralization Bounds	—Unverified	0
Deep Domain Adaptation for Ordinal Regression of Pain Intensity Estimation Using Weakly-Labelled Videos	Aug 13, 2020	Depression DetectionDomain Adaptation	CodeCode Available	0
Network Architecture Search for Domain Adaptation	Aug 13, 2020	Domain Adaptationimage-classification	—Unverified	0
Alleviating Human-level Shift : A Robust Domain Adaptation Method for Multi-person Pose Estimation	Aug 13, 2020	2D Pose EstimationDomain Adaptation	CodeCode Available	0
Self-Path: Self-supervision for Classification of Pathology Images with Limited Annotations	Aug 12, 2020	Domain AdaptationGeneral Classification	—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