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 301–325 of 1751 papers

Title	Date	Tasks	Status	Hype	Score
Disentangling Masked Autoencoders for Unsupervised Domain Generalization	Jul 10, 2024	Domain Generalization	CodeCode Available	1	5
FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack Detection	Aug 20, 2023	Domain GeneralizationFace Presentation Attack Detection	CodeCode Available	1	5
AAPL: Adding Attributes to Prompt Learning for Vision-Language Models	Apr 25, 2024	Data AugmentationDomain Generalization	CodeCode Available	1	5
Distilling Out-of-Distribution Robustness from Vision-Language Foundation Models	Nov 2, 2023	Data AugmentationDomain Generalization	CodeCode Available	1	5
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization	Nov 20, 2019	Domain GeneralizationNatural Language Inference	CodeCode Available	1	5
Generalization by Adaptation: Diffusion-Based Domain Extension for Domain-Generalized Semantic Segmentation	Dec 4, 2023	DiversityDomain Adaptation	CodeCode Available	1	5
Federated Unsupervised Domain Generalization using Global and Local Alignment of Gradients	May 25, 2024	Domain GeneralizationFederated Learning	CodeCode Available	1	5
Contrastive Syn-to-Real Generalization	Apr 6, 2021	DiversityDomain Generalization	CodeCode Available	1	5
FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization	Jul 4, 2024	DiversityDomain Generalization	CodeCode Available	1	5
Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation	May 25, 2023	Data AugmentationDiversity	CodeCode Available	1	5
Deep Stable Learning for Out-Of-Distribution Generalization	Apr 16, 2021	Domain GeneralizationOut-of-Distribution Generalization	CodeCode Available	1	5
Federated Domain Generalization With Generalization Adjustment	Jan 1, 2023	Domain GeneralizationFairness	CodeCode Available	1	5
Collaborating Foundation Models for Domain Generalized Semantic Segmentation	Dec 15, 2023	Domain GeneralizationSegmentation	CodeCode Available	1	5
APTv2: Benchmarking Animal Pose Estimation and Tracking with a Large-scale Dataset and Beyond	Dec 25, 2023	Animal Pose EstimationBenchmarking	CodeCode Available	1	5
APT-36K: A Large-scale Benchmark for Animal Pose Estimation and Tracking	Jun 12, 2022	Animal Pose EstimationDomain Generalization	CodeCode Available	1	5
A2XP: Towards Private Domain Generalization	Nov 17, 2023	Domain GeneralizationPrivacy Preserving	CodeCode Available	1	5
DEJA VU: Continual Model Generalization For Unseen Domains	Jan 25, 2023	Data AugmentationDomain Adaptation	CodeCode Available	1	5
Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization	Sep 29, 2024	Domain GeneralizationImage to sketch recognition	CodeCode Available	1	5
FETA: Towards Specializing Foundation Models for Expert Task Applications	Sep 8, 2022	Domain GeneralizationFew-Shot Learning	CodeCode Available	1	5
DomainDrop: Suppressing Domain-Sensitive Channels for Domain Generalization	Aug 20, 2023	Domain Generalization	CodeCode Available	1	5
Cross Contrasting Feature Perturbation for Domain Generalization	Jul 24, 2023	Domain Generalization	CodeCode Available	1	5
Domain-General Crowd Counting in Unseen Scenarios	Dec 5, 2022	Crowd CountingDisentanglement	CodeCode Available	1	5
Domain Generalization by Learning and Removing Domain-specific Features	Dec 14, 2022	DecoderDomain Generalization	CodeCode Available	1	5
Cross-Domain Ensemble Distillation for Domain Generalization	Nov 25, 2022	Domain Generalizationimage-classification	CodeCode Available	1	5
Free Lunch for Domain Adversarial Training: Environment Label Smoothing	Feb 1, 2023	Domain Generalization	CodeCode Available	1	5

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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