Papers with Code · CC BY-SA 4.0

DomainNet

아카이브 평가 38건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
L2C (CLIP, ViT-L/14)	Average Accuracy 67.4	Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation 2025-01-15	코드 1
PromptStyler (CLIP, ViT-L/14)	Average Accuracy 65.5	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization 2023-07-27	코드 1
VDPG (CLIP, ViT-L/14)	Average Accuracy 65.2	Adapting to Distribution Shift by Visual Domain Prompt Generation 2024-05-05	코드 1
VL2V-SD (CLIP, ViT-B/16)	Average Accuracy 62.79	Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification 2023-10-12	코드 1
MoA (OpenCLIP, ViT-B/16)	Average Accuracy 62.7	Domain Generalization Using Large Pretrained Models with Mixture-of-Adapters 2023-10-17	코드 1
CAR-FT (CLIP, ViT-B/16)	Average Accuracy 62.5	Context-Aware Robust Fine-Tuning 2022-11-29	연결 없음
SIMPLE+	Average Accuracy 61.9	SIMPLE: Specialized Model-Sample Matching for Domain Generalization 2023-05-01	코드 1
GMDG (RegNetY-16GF, SWAD)	Average Accuracy 61.3	Rethinking Multi-domain Generalization with A General Learning Objective 2024-02-29	코드 1 · 코드 2
L2C (CLIP, ViT-B/16)	Average Accuracy 61.2	Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation 2025-01-15	코드 1
Ensemble of Averages (RegNetY-16GF)	Average Accuracy 60.9	Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization 2021-10-21	코드 1
MIRO (RegNetY-16GF, SWAD)	Average Accuracy 60.7	Domain Generalization by Mutual-Information Regularization with Pre-trained Models 2022-03-21	코드 1
SPG (CLIP, ViT-B/16)	Average Accuracy 60.1	Soft Prompt Generation for Domain Generalization 2024-04-30	코드 1
VDPG (CLIP, ViT-B/16)	Average Accuracy 59.8	Adapting to Distribution Shift by Visual Domain Prompt Generation 2024-05-05	코드 1
UniDG + CORAL + ConvNeXt-B	Average Accuracy 59.5	Towards Unified and Effective Domain Generalization 2023-10-16	코드 1
PromptStyler (CLIP, ViT-B/16)	Average Accuracy 59.4	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization 2023-07-27	코드 1
SEDGE+	Average Accuracy 54.7	Domain Generalization using Pretrained Models without Fine-tuning 2022-03-09	연결 없음
Ensemble of Averages (ResNeXt-50 32x4d)	Average Accuracy 54.6	Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization 2021-10-21	코드 1
GMDG (RegNetY-16GF)	Average Accuracy 54.6	Rethinking Multi-domain Generalization with A General Learning Objective 2024-02-29	코드 1 · 코드 2
Hybrid-SF-MoE	Average Accuracy 52.0	Sparse Mixture-of-Experts are Domain Generalizable Learners 2022-06-08	코드 1 · 코드 2
CADG	Average Accuracy 51.6	CADG: A Model Based on Cross Attention for Domain Generalization 2022-03-31	연결 없음
SPG (CLIP, ResNet-50)	Average Accuracy 50.1	Soft Prompt Generation for Domain Generalization 2024-04-30	코드 1
PromptStyler (CLIP, ResNet-50)	Average Accuracy 49.5	PromptStyler: Prompt-driven Style Generation for Source-free Domain Generalization 2023-07-27	코드 1
SIMPLE	Average Accuracy 49.2	SIMPLE: Specialized Model-Sample Matching for Domain Generalization 2023-05-01	코드 1
GMoE-S/16	Average Accuracy 48.7	Sparse Mixture-of-Experts are Domain Generalizable Learners 2022-06-08	코드 1 · 코드 2
Ensemble of Averages (ResNet-50)	Average Accuracy 47.4	Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization 2021-10-21	코드 1
GMDG (ResNet-50, SWAD)	Average Accuracy 47.3	Rethinking Multi-domain Generalization with A General Learning Objective 2024-02-29	코드 1 · 코드 2
MIRO (ResNet-50, SWAD)	Average Accuracy 47.0	Domain Generalization by Mutual-Information Regularization with Pre-trained Models 2022-03-21	코드 1
DDG	Average Accuracy 46.93	Dynamic Domain Generalization 2022-05-27	코드 1
AdaClust (ResNet-50, SWAD)	Average Accuracy 46.7	Adaptive Methods for Aggregated Domain Generalization 2021-12-09	코드 1
SWAD (ResNet-50)	Average Accuracy 46.5	SWAD: Domain Generalization by Seeking Flat Minima 2021-02-17	코드 1 · 코드 2 · 코드 3 · 코드 4