ML Research Wiki / Benchmarks / Domain Generalization / DomainNet

DomainNet

Domain Generalization Benchmark

Performance Over Time

📊 Showing 34 results | 📏 Metric: Average Accuracy

Top Performing Models

Rank	Model	Paper	Average Accuracy	Date	Code
1	PromptStyler (CLIP, ViT-L/14)	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization	65.50	2023-07-27	📦 zhanghr2001/promptta
2	VDPG (CLIP, ViT-L/14)	Adapting to Distribution Shift by Visual Domain Prompt Generation	65.20	2024-05-05	📦 guliisgreat/vdpg
3	VL2V-SD (CLIP, ViT-B/16)	Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification	62.79	2023-10-12	📦 val-iisc/VL2V-ADiP
4	MoA (OpenCLIP, ViT-B/16)	Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters	62.70	2023-10-17	📦 KU-CVLAB/MoA
5	CAR-FT (CLIP, ViT-B/16) 📚	Context-Aware Robust Fine-Tuning	62.50	2022-11-29	-
6	GMDG (RegNetY-16GF, SWAD)	Rethinking Multi-domain Generalization with A General Learning Objective	61.30	2024-02-29	📦 zhaorui-tan/gmdg 📦 zhaorui-tan/GMDG_cvpr2024
7	Ensemble of Averages (RegNetY-16GF) 📚	Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization	60.90	2021-10-21	📦 salesforce/ensemble-of-averages
8	MIRO (RegNetY-16GF, SWAD) 📚	Domain Generalization by Mutual-Information Regularization with Pre-trained Models	60.70	2022-03-21	📦 kakaobrain/miro
9	SPG (CLIP, ViT-B/16)	Soft Prompt Generation for Domain Generalization	60.10	2024-04-30	📦 renytek13/soft-prompt-generation-with-cgan
10	VDPG (CLIP, ViT-B/16)	Adapting to Distribution Shift by Visual Domain Prompt Generation	59.80	2024-05-05	📦 guliisgreat/vdpg

All Papers (34)

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

2023

PromptStyler (CLIP, ViT-L/14)

zhanghr2001/promptta

Adapting to Distribution Shift by Visual Domain Prompt Generation

2024

VDPG (CLIP, ViT-L/14)

guliisgreat/vdpg

Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification

2023

VL2V-SD (CLIP, ViT-B/16)

val-iisc/VL2V-ADiP

Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters

2023

MoA (OpenCLIP, ViT-B/16)

KU-CVLAB/MoA

Context-Aware Robust Fine-Tuning

2022

CAR-FT (CLIP, ViT-B/16)

Rethinking Multi-domain Generalization with A General Learning Objective

2024

GMDG (RegNetY-16GF, SWAD)

zhaorui-tan/gmdg zhaorui-tan/GMDG_cvpr2024

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

2021

Ensemble of Averages (RegNetY-16GF)

salesforce/ensemble-of-averages

Domain Generalization by Mutual-Information Regularization with Pre-trained Models

2022

MIRO (RegNetY-16GF, SWAD)

kakaobrain/miro

Soft Prompt Generation for Domain Generalization

2024

SPG (CLIP, ViT-B/16)

renytek13/soft-prompt-generation-with-cgan

Adapting to Distribution Shift by Visual Domain Prompt Generation

2024

VDPG (CLIP, ViT-B/16)

guliisgreat/vdpg

Towards Unified and Effective Domain Generalization

2023

UniDG + CORAL + ConvNeXt-B

invictus717/UniDG

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

2023

PromptStyler (CLIP, ViT-B/16)

zhanghr2001/promptta

Domain Generalization using Pretrained Models without Fine-tuning

2022

SEDGE+

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

2021

Ensemble of Averages (ResNeXt-50 32x4d)

salesforce/ensemble-of-averages

Rethinking Multi-domain Generalization with A General Learning Objective

2024

GMDG (RegNetY-16GF)

zhaorui-tan/gmdg zhaorui-tan/GMDG_cvpr2024

Sparse Mixture-of-Experts are Domain Generalizable Learners

2022

Hybrid-SF-MoE

luodian/sf-moe-dg KU-CVLAB/MoA

CADG: A Model Based on Cross Attention for Domain Generalization

2022

CADG

Soft Prompt Generation for Domain Generalization

2024

SPG (CLIP, ResNet-50)

renytek13/soft-prompt-generation-with-cgan

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

2023

PromptStyler (CLIP, ResNet-50)

zhanghr2001/promptta

Sparse Mixture-of-Experts are Domain Generalizable Learners

2022

GMoE-S/16

luodian/sf-moe-dg KU-CVLAB/MoA

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

2021

Ensemble of Averages (ResNet-50)

salesforce/ensemble-of-averages

Rethinking Multi-domain Generalization with A General Learning Objective

2024

GMDG (ResNet-50, SWAD)

zhaorui-tan/gmdg zhaorui-tan/GMDG_cvpr2024

Domain Generalization by Mutual-Information Regularization with Pre-trained Models

2022

MIRO (ResNet-50, SWAD)

kakaobrain/miro

Dynamic Domain Generalization

2022

DDG

metavisionlab/ddg

Adaptive Methods for Aggregated Domain Generalization

2021

AdaClust (ResNet-50, SWAD)

xavierohan/AdaClust_DomainBed

SWAD: Domain Generalization by Seeking Flat Minima

2021

SWAD (ResNet-50)

khanrc/swad kakaobrain/miro

Domain Generalization using Pretrained Models without Fine-tuning

2022

SEDGE

Rethinking Multi-domain Generalization with A General Learning Objective

2024

GMDG (ResNet-50)

zhaorui-tan/gmdg zhaorui-tan/GMDG_cvpr2024

Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts

2022

Meta-DMoE (ResNet-50)

n3il666/meta-dmoe

POEM: Polarization of Embeddings for Domain-Invariant Representations

2023

POEM

josangyoung/official-poem

Learning to Balance Specificity and Invariance for In and Out of Domain Generalization

2020

DMG (ResNet-50)

prithv1/DMG

Learning to Balance Specificity and Invariance for In and Out of Domain Generalization

2020

MetaReg (ResNet-50)

prithv1/DMG

Adaptive Methods for Aggregated Domain Generalization

2021

AdaClust (ResNet-50)

xavierohan/AdaClust_DomainBed

Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization

2021

Fishr (ResNet-50)

facebookresearch/DomainBed alexrame/fishr

DomainNet

Performance Over Time

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Top Performing Models

All Papers (34)

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

Adapting to Distribution Shift by Visual Domain Prompt Generation

Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification

Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters

Context-Aware Robust Fine-Tuning

Rethinking Multi-domain Generalization with A General Learning Objective

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

Domain Generalization by Mutual-Information Regularization with Pre-trained Models

Soft Prompt Generation for Domain Generalization

Adapting to Distribution Shift by Visual Domain Prompt Generation

Towards Unified and Effective Domain Generalization

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

Domain Generalization using Pretrained Models without Fine-tuning

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

Rethinking Multi-domain Generalization with A General Learning Objective

Sparse Mixture-of-Experts are Domain Generalizable Learners

CADG: A Model Based on Cross Attention for Domain Generalization

Soft Prompt Generation for Domain Generalization

PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization

Sparse Mixture-of-Experts are Domain Generalizable Learners

Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

Rethinking Multi-domain Generalization with A General Learning Objective

Domain Generalization by Mutual-Information Regularization with Pre-trained Models

Dynamic Domain Generalization

Adaptive Methods for Aggregated Domain Generalization

SWAD: Domain Generalization by Seeking Flat Minima

Domain Generalization using Pretrained Models without Fine-tuning

Rethinking Multi-domain Generalization with A General Learning Objective

Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts

POEM: Polarization of Embeddings for Domain-Invariant Representations

Learning to Balance Specificity and Invariance for In and Out of Domain Generalization

Learning to Balance Specificity and Invariance for In and Out of Domain Generalization

Adaptive Methods for Aggregated Domain Generalization

Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization

Model	Paper	Average Accuracy	Date
PromptStyler (CLIP, ViT-L/14)	PromptStyler: Prompt-driven Style Generation for …	65.50	2023-07-27
VDPG (CLIP, ViT-L/14)	Adapting to Distribution Shift by Visual Domain P…	65.20	2024-05-05
VL2V-SD (CLIP, ViT-B/16)	Leveraging Vision-Language Models for Improving D…	62.79	2023-10-12
MoA (OpenCLIP, ViT-B/16)	Domain Generalization Using Large Pretrained Mode…	62.70	2023-10-17
CAR-FT (CLIP, ViT-B/16)	Context-Aware Robust Fine-Tuning	62.50	2022-11-29
GMDG (RegNetY-16GF, SWAD)	Rethinking Multi-domain Generalization with A Gen…	61.30	2024-02-29
Ensemble of Averages (RegNetY-16GF)	Ensemble of Averages: Improving Model Selection a…	60.90	2021-10-21
MIRO (RegNetY-16GF, SWAD)	Domain Generalization by Mutual-Information Regul…	60.70	2022-03-21
SPG (CLIP, ViT-B/16)	Soft Prompt Generation for Domain Generalization	60.10	2024-04-30
VDPG (CLIP, ViT-B/16)	Adapting to Distribution Shift by Visual Domain P…	59.80	2024-05-05
UniDG + CORAL + ConvNeXt-B	Towards Unified and Effective Domain Generalizati…	59.50	2023-10-16
PromptStyler (CLIP, ViT-B/16)	PromptStyler: Prompt-driven Style Generation for …	59.40	2023-07-27
SEDGE+	Domain Generalization using Pretrained Models wit…	54.70	2022-03-09
Ensemble of Averages (ResNeXt-50 32x4d)	Ensemble of Averages: Improving Model Selection a…	54.60	2021-10-21
GMDG (RegNetY-16GF)	Rethinking Multi-domain Generalization with A Gen…	54.60	2024-02-29
Hybrid-SF-MoE	Sparse Mixture-of-Experts are Domain Generalizabl…	52.00	2022-06-08
CADG	CADG: A Model Based on Cross Attention for Domain…	51.60	2022-03-31
SPG (CLIP, ResNet-50)	Soft Prompt Generation for Domain Generalization	50.10	2024-04-30
PromptStyler (CLIP, ResNet-50)	PromptStyler: Prompt-driven Style Generation for …	49.50	2023-07-27
GMoE-S/16	Sparse Mixture-of-Experts are Domain Generalizabl…	48.70	2022-06-08
Ensemble of Averages (ResNet-50)	Ensemble of Averages: Improving Model Selection a…	47.40	2021-10-21
GMDG (ResNet-50, SWAD)	Rethinking Multi-domain Generalization with A Gen…	47.30	2024-02-29
MIRO (ResNet-50, SWAD)	Domain Generalization by Mutual-Information Regul…	47.00	2022-03-21
DDG	Dynamic Domain Generalization	46.93	2022-05-27
AdaClust (ResNet-50, SWAD)	Adaptive Methods for Aggregated Domain Generaliza…	46.70	2021-12-09
SWAD (ResNet-50)	SWAD: Domain Generalization by Seeking Flat Minima	46.50	2021-02-17
SEDGE	Domain Generalization using Pretrained Models wit…	46.30	2022-03-09
GMDG (ResNet-50)	Rethinking Multi-domain Generalization with A Gen…	44.60	2024-02-29
Meta-DMoE (ResNet-50)	Meta-DMoE: Adapting to Domain Shift by Meta-Disti…	44.20	2022-10-08
POEM	POEM: Polarization of Embeddings for Domain-Invar…	44.00	2023-05-22
DMG (ResNet-50)	Learning to Balance Specificity and Invariance fo…	43.63	2020-08-28
MetaReg (ResNet-50)	Learning to Balance Specificity and Invariance fo…	43.62	2020-08-28
AdaClust (ResNet-50)	Adaptive Methods for Aggregated Domain Generaliza…	43.30	2021-12-09
Fishr (ResNet-50)	Fishr: Invariant Gradient Variances for Out-of-Di…	41.80	2021-09-07