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 1701–1725 of 6439 papers

Title	Date	Tasks	Status	Hype
Unsupervised Vehicle Re-Identification Based on Cross-Style Semi-Supervised Pre-Training and Feature Cross-Division	Jul 3, 2023	Domain AdaptationPseudo Label	—Unverified	0
SAM-DA: UAV Tracks Anything at Night with SAM-Powered Domain Adaptation	Jul 3, 2023	Domain AdaptationTransfer Learning	CodeCode Available	1
Augmenting Deep Learning Adaptation for Wearable Sensor Data through Combined Temporal-Frequency Image Encoding	Jul 3, 2023	Activity RecognitionDomain Adaptation	—Unverified	0
Generating Reliable Pixel-Level Labels for Source Free Domain Adaptation	Jul 3, 2023	Domain AdaptationImage-to-Image Translation	—Unverified	0
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation	Jul 2, 2023	Domain AdaptationImage Segmentation	—Unverified	0
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	Jul 1, 2023	DecoderDomain Adaptation	CodeCode Available	0
SMILE: Evaluation and Domain Adaptation for Social Media Language Understanding	Jun 30, 2023	Domain Adaptation	—Unverified	0
Multimodal Prompt Retrieval for Generative Visual Question Answering	Jun 30, 2023	Domain AdaptationGenerative Visual Question Answering	CodeCode Available	1
LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot Detection	Jun 30, 2023	Domain AdaptationLanguage Modeling	CodeCode Available	1
Length of Stay prediction for Hospital Management using Domain Adaptation	Jun 29, 2023	Domain AdaptationLength-of-Stay prediction	—Unverified	0
Cross-Inferential Networks for Source-free Unsupervised Domain Adaptation	Jun 29, 2023	Domain Adaptationimage-classification	—Unverified	0
Real-Time Fully Unsupervised Domain Adaptation for Lane Detection in Autonomous Driving	Jun 29, 2023	Autonomous DrivingAvg	—Unverified	0
Prompt Ensemble Self-training for Open-Vocabulary Domain Adaptation	Jun 29, 2023	Domain AdaptationUnsupervised Domain Adaptation	—Unverified	0
CLANet: A Comprehensive Framework for Cross-Batch Cell Line Identification Using Brightfield Images	Jun 28, 2023	Domain AdaptationMultiple Instance Learning	CodeCode Available	0
Lifelong Change Detection: Continuous Domain Adaptation for Small Object Change Detection in Every Robot Navigation	Jun 28, 2023	Change DetectionDomain Adaptation	—Unverified	0
Prompting Large Language Models for Zero-Shot Domain Adaptation in Speech Recognition	Jun 28, 2023	DecoderDomain Adaptation	—Unverified	0
Efficient and Multiply Robust Risk Estimation under General Forms of Dataset Shift	Jun 28, 2023	Domain AdaptationTransfer Learning	—Unverified	0
Land Cover Segmentation with Sparse Annotations from Sentinel-2 Imagery	Jun 28, 2023	Domain AdaptationSegmentation	CodeCode Available	1
Hyper-parameter Adaptation of Conformer ASR Systems for Elderly and Dysarthric Speech Recognition	Jun 27, 2023	Domain Adaptationspeech-recognition	—Unverified	0
A denoised Mean Teacher for domain adaptive point cloud registration	Jun 26, 2023	Computational EfficiencyDenoising	CodeCode Available	0
Pseudo-Trilateral Adversarial Training for Domain Adaptive Traversability Prediction	Jun 26, 2023	Autonomous NavigationData Augmentation	—Unverified	0
Cross-domain Recommender Systems via Multimodal Domain Adaptation	Jun 24, 2023	Collaborative FilteringDomain Adaptation	—Unverified	0
Variational Counterfactual Prediction under Runtime Domain Corruption	Jun 23, 2023	counterfactualDomain Adaptation	—Unverified	0
Super-Resolution of BVOC Emission Maps Via Domain Adaptation	Jun 22, 2023	Domain AdaptationSuper-Resolution	CodeCode Available	0
EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks	Jun 20, 2023	Brain Computer InterfaceDomain Adaptation	—Unverified	0

Show:10 25 50

← PrevPage 69 of 258Next →

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