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 4101–4125 of 6439 papers

Title	Date	Tasks	Status	Hype
Confidence Estimation via Auxiliary Models	Dec 11, 2020	Domain Adaptationimage-classification	—Unverified	0
Exploring Facial Expressions and Affective Domains for Parkinson Detection	Dec 11, 2020	Domain AdaptationFace Recognition	—Unverified	0
Ensemble of Discriminators for Domain Adaptation in Multiple Sound Source 2D Localization	Dec 10, 2020	Domain AdaptationSound Source Localization	—Unverified	0
GDA-HIN: A Generalized Domain Adaptive Model across Heterogeneous Information Networks	Dec 10, 2020	Domain AdaptationGRAPH DOMAIN ADAPTATION	—Unverified	0
A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data	Dec 10, 2020	Data AugmentationDomain Adaptation	—Unverified	0
Competitive Simplicity for Multi-Task Learning for Real-Time Foggy Scene Understanding via Domain Adaptation	Dec 9, 2020	Depth EstimationDomain Adaptation	—Unverified	0
Multi-Model Learning for Real-Time Automotive Semantic Foggy Scene Understanding via Domain Adaptation	Dec 9, 2020	DecoderDomain Adaptation	—Unverified	0
A Registration-aided Domain Adaptation Network for 3D Point Cloud Based Place Recognition	Dec 9, 2020	3D Place RecognitionAutonomous Driving	CodeCode Available	1
Two-phase Pseudo Label Densification for Self-training based Domain Adaptation	Dec 9, 2020	Domain AdaptationPseudo Label	—Unverified	0
Unsupervised Adversarial Domain Adaptation For Barrett's Segmentation	Dec 9, 2020	Domain AdaptationSegmentation	—Unverified	0
Bayesian Learning of LF-MMI Trained Time Delay Neural Networks for Speech Recognition	Dec 8, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
COVID-19 Detection in Chest X-Ray Images using a New Channel Boosted CNN	Dec 8, 2020	Domain AdaptationTransfer Learning	CodeCode Available	0
CrossNER: Evaluating Cross-Domain Named Entity Recognition	Dec 8, 2020	Cross-Domain Named Entity RecognitionDomain Adaptation	CodeCode Available	1
Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery	Dec 8, 2020	ClassificationDomain Adaptation	CodeCode Available	1
UnrealPerson: An Adaptive Pipeline towards Costless Person Re-identification	Dec 8, 2020	Domain AdaptationImage Generation	CodeCode Available	1
Weakly-Supervised Cross-Domain Adaptation for Endoscopic Lesions Segmentation	Dec 8, 2020	Domain AdaptationPseudo Label	—Unverified	0
In-N-Out: Pre-Training and Self-Training using Auxiliary Information for Out-of-Distribution Robustness	Dec 8, 2020	Domain AdaptationTime Series	CodeCode Available	0
Towards Uncovering the Intrinsic Data Structures for Unsupervised Domain Adaptation using Structurally Regularized Deep Clustering	Dec 8, 2020	ClusteringConstrained Clustering	CodeCode Available	1
Selective Pseudo-Labeling with Reinforcement Learning for Semi-Supervised Domain Adaptation	Dec 7, 2020	Domain AdaptationQ-Learning	—Unverified	0
Reprogramming Language Models for Molecular Representation Learning	Dec 7, 2020	Dictionary LearningDomain Adaptation	—Unverified	0
Select, Label, and Mix: Learning Discriminative Invariant Feature Representations for Partial Domain Adaptation	Dec 6, 2020	Domain AdaptationPartial Domain Adaptation	—Unverified	0
Data-Efficient Methods for Dialogue Systems	Dec 5, 2020	Anomaly DetectionData Augmentation	—Unverified	0
Batch Group Normalization	Dec 4, 2020	Domain AdaptationFew-Shot Learning	—Unverified	0
Effective Label Propagation for Discriminative Semi-Supervised Domain Adaptation	Dec 4, 2020	Domain Adaptationimage-classification	—Unverified	0
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning	Dec 3, 2020	Cross-Domain Few-Shotcross-domain few-shot 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	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