Domain Generalization

The idea of Domain Generalization is to learn from one or multiple training domains, to extract a domain-agnostic model which can be applied to an unseen domain

Source: Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning

Papers

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Showing 726–750 of 1751 papers

Title	Date	Tasks	Status	Hype
Exploring Flat Minima for Domain Generalization with Large Learning Rates	Sep 12, 2023	DiversityDomain Generalization	CodeCode Available	0
ReSimAD: Zero-Shot 3D Domain Transfer for Autonomous Driving with Source Reconstruction and Target Simulation	Sep 11, 2023	Autonomous DrivingDomain Generalization	CodeCode Available	2
OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data	Sep 11, 2023	Contrastive LearningDomain Generalization	CodeCode Available	1
INSURE: An Information Theory Inspired Disentanglement and Purification Model for Domain Generalization	Sep 8, 2023	DisentanglementDomain Generalization	—Unverified	0
All Labels Together: Low-shot Intent Detection with an Efficient Label Semantic Encoding Paradigm	Sep 7, 2023	AllDomain Generalization	CodeCode Available	0
S-Adapter: Generalizing Vision Transformer for Face Anti-Spoofing with Statistical Tokens	Sep 7, 2023	Domain GeneralizationFace Anti-Spoofing	—Unverified	0
SememeASR: Boosting Performance of End-to-End Speech Recognition against Domain and Long-Tailed Data Shift with Sememe Semantic Knowledge	Sep 4, 2023	Domain Generalizationspeech-recognition	—Unverified	0
Generative Data Augmentation using LLMs improves Distributional Robustness in Question Answering	Sep 3, 2023	Data AugmentationDomain Adaptation	CodeCode Available	3
LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models	Sep 3, 2023	Domain GeneralizationFew-Shot Learning	—Unverified	0
Domain Generalization via Balancing Training Difficulty and Model Capability	Sep 2, 2023	Data AugmentationDomain Generalization	—Unverified	0
Domain Generalization without Excess Empirical Risk	Aug 30, 2023	Domain Generalization	—Unverified	0
iBARLE: imBalance-Aware Room Layout Estimation	Aug 29, 2023	AvgDomain Generalization	—Unverified	0
Read-only Prompt Optimization for Vision-Language Few-shot Learning	Aug 29, 2023	Domain GeneralizationFew-Shot Learning	CodeCode Available	1
Pruning Self-Attention for Zero-Shot Multi-Speaker Text-to-Speech	Aug 28, 2023	Domain Generalizationtext-to-speech	—Unverified	0
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration	Aug 28, 2023	Domain Generalization	CodeCode Available	0
Face Presentation Attack Detection by Excavating Causal Clues and Adapting Embedding Statistics	Aug 28, 2023	counterfactualDomain Adaptation	CodeCode Available	1
Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization	Aug 28, 2023	Contrastive LearningDomain Generalization	CodeCode Available	0
Forensic Histopathological Recognition via a Context-Aware MIL Network Powered by Self-Supervised Contrastive Learning	Aug 27, 2023	Contrastive LearningDomain Generalization	CodeCode Available	0
Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy	Aug 27, 2023	ClassificationDomain Generalization	CodeCode Available	1
A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic Segmentation	Aug 25, 2023	Domain GeneralizationSegmentation	CodeCode Available	1
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip Design	Aug 22, 2023	Domain Generalization	CodeCode Available	1
Understanding Hessian Alignment for Domain Generalization	Aug 22, 2023	Autonomous VehiclesDomain Generalization	CodeCode Available	1
Unsupervised Prototype Adapter for Vision-Language Models	Aug 22, 2023	Domain Generalization	—Unverified	0
GOPro: Generate and Optimize Prompts in CLIP using Self-Supervised Learning	Aug 22, 2023	Domain GeneralizationPrompt Learning	CodeCode Available	0
Domain Generalization via Rationale Invariance	Aug 22, 2023	Decision MakingDomain Generalization	CodeCode Available	1

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All datasets PACS VizWiz-Classification ImageNet-C Office-Home ImageNet-A ImageNet-R DomainNet VLCS TerraIncognita GTA-to-Avg(Cityscapes,BDD,Mapillary)ImageNet-Sketch GTA5 to Cityscapes

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SIMPLE+	Average Accuracy	99	—	Unverified
2	PromptStyler (CLIP, ViT-L/14)	Average Accuracy	98.6	—	Unverified
3	GMDG (RegNetY-16GF, SWAD)	Average Accuracy	97.9	—	Unverified
4	D-Triplet(RegNetY-16GF)	Average Accuracy	97.6	—	Unverified
5	MoA (OpenCLIP, ViT-B/16)	Average Accuracy	97.4	—	Unverified
6	GMDG (e RegNetY-16GF)	Average Accuracy	97.3	—	Unverified
7	PromptStyler (CLIP, ViT-B/16)	Average Accuracy	97.2	—	Unverified
8	SPG (CLIP, ViT-B/16)	Average Accuracy	97	—	Unverified
9	CAR-FT (CLIP, ViT-B/16)	Average Accuracy	96.8	—	Unverified
10	MIRO (RegNetY-16GF, SWAD)	Average Accuracy	96.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ViT-8/B-224	Accuracy - Clean Images	450	—	Unverified
2	VOLO-D5	Accuracy - All Images	57.2	—	Unverified
3	ConvNeXt-B	Accuracy - All Images	53.5	—	Unverified
4	ResNeXt-101 32x16d	Accuracy - All Images	51.7	—	Unverified
5	EfficientNet-B8 (advprop+autoaug)	Accuracy - All Images	50.5	—	Unverified
6	EfficientNet-B7 (advprop+autoaug)	Accuracy - All Images	49.7	—	Unverified
7	EfficientNet-B6 (advprop+autoaug)	Accuracy - All Images	49.6	—	Unverified
8	EfficientNet-B5 (advprop+autoaug)	Accuracy - All Images	49.1	—	Unverified
9	ViT-16/L-224	Accuracy - All Images	49	—	Unverified
10	ResNet-50 (gn)	Accuracy - All Images	48.9	—	Unverified