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 2401–2425 of 6439 papers

Title	Date	Tasks	Status	Hype
Using Language Models to Improve Rule-based Linguistic Annotation of Modern Historical Japanese Corpora	Oct 1, 2022	Dependency ParsingDomain Adaptation	CodeCode Available	0
HwTscSU’s Submissions on WAT 2022 Shared Task	Oct 1, 2022	Domain AdaptationNMT	—Unverified	0
Can Data Diversity Enhance Learning Generalization?	Oct 1, 2022	DiversityDomain Adaptation	—Unverified	0
PlugAT: A Plug and Play Module to Defend against Textual Adversarial Attack	Oct 1, 2022	Adversarial AttackDomain Adaptation	—Unverified	0
Unsupervised Domain Adaptation for Text Classification via Meta Self-Paced Learning	Oct 1, 2022	Domain AdaptationMeta-Learning	—Unverified	0
A Two Stage Adaptation Framework for Frame Detection via Prompt Learning	Oct 1, 2022	Domain AdaptationPrompt Learning	CodeCode Available	0
Asymmetric Mutual Learning for Multi-source Unsupervised Sentiment Adaptation with Dynamic Feature Network	Oct 1, 2022	Domain AdaptationLanguage Modeling	—Unverified	0
Iterative Constrained Back-Translation for Unsupervised Domain Adaptation of Machine Translation	Oct 1, 2022	Domain AdaptationMachine Translation	CodeCode Available	0
Virtual Knowledge Graph Construction for Zero-Shot Domain-Specific Document Retrieval	Oct 1, 2022	Domain Adaptationgraph construction	CodeCode Available	0
Nested Named Entity Recognition as Corpus Aware Holistic Structure Parsing	Oct 1, 2022	Domain Adaptationnamed-entity-recognition	—Unverified	0
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models	Oct 1, 2022	Data AugmentationDiagnostic	—Unverified	0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive Learning	Oct 1, 2022	Contrastive LearningCross-Domain Text Classification	CodeCode Available	0
Multi-Prompt Alignment for Multi-Source Unsupervised Domain Adaptation	Sep 30, 2022	Domain AdaptationMulti-Source Unsupervised Domain Adaptation	CodeCode Available	0
Increasing Model Generalizability for Unsupervised Domain Adaptation	Sep 29, 2022	Domain Adaptationimage-classification	—Unverified	0
Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action Detection	Sep 28, 2022	Action DetectionDomain Adaptation	CodeCode Available	1
Unsupervised Domain Adaptation with Histogram-gated Image Translation for Delayered IC Image Analysis	Sep 27, 2022	Deep LearningDomain Adaptation	—Unverified	0
Stacking Ensemble Learning in Deep Domain Adaptation for Ophthalmic Image Classification	Sep 27, 2022	Domain AdaptationEnsemble Learning	—Unverified	0
Improving Multilingual Neural Machine Translation System for Indic Languages	Sep 27, 2022	Domain AdaptationMachine Translation	—Unverified	0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs	Sep 26, 2022	Action RecognitionAnimated GIF Generation	—Unverified	0
Towards Simple and Efficient Task-Adaptive Pre-training for Text Classification	Sep 26, 2022	Domain Adaptationtext-classification	—Unverified	0
Learning and Deploying Robust Locomotion Policies with Minimal Dynamics Randomization	Sep 26, 2022	Deep Reinforcement LearningDomain Adaptation	—Unverified	0
Towards Bridging the Space Domain Gap for Satellite Pose Estimation using Event Sensing	Sep 24, 2022	Data AugmentationDomain Adaptation	—Unverified	0
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis	Sep 24, 2022	Domain AdaptationMedical Image Analysis	—Unverified	0
Unsupervised domain adaptation for speech recognition with unsupervised error correction	Sep 24, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Open-Ended Diverse Solution Discovery with Regulated Behavior Patterns for Cross-Domain Adaptation	Sep 24, 2022	DiversityDomain Adaptation	—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