← Domain Generalization
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아카이브 평가 133건 · 마지막 적재/변경

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.

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
GroupDRO (Resnet-50, DomainBed)
Average Accuracy
84.4
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization
2019-11-20
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
MDG-Hybrid (Resnet-18)
Average Accuracy
84.35
Domain Generalization using Causal Matching
2020-06-12
코드 1
Stylized (Resnet-18)
Average Accuracy
84.32
Rethinking Domain Generalization Baselines
2021-01-22
연결 없음
NAS-OoD (R
Average Accuracy
84.23
NAS-OoD: Neural Architecture Search for Out-of-Distribution Generalization
2021-09-05
코드 1
SEDGE
Average Accuracy
84.1
Domain Generalization using Pretrained Models without Fine-tuning
2022-03-09
연결 없음
MixStyle (Resnet-18)
Average Accuracy
83.7
Domain Generalization with MixStyle
2021-04-05
코드 1 · 코드 2 · 코드 3
SelfReg (Resnet-50)
Average Accuracy
83.62
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization
2021-04-20
코드 1 · 코드 2
MetaReg (Resnet-50)
Average Accuracy
83.6
MetaReg: Towards Domain Generalization using Meta-Regularization
2018-12-01
연결 없음
DMG (Resnet-50)
Average Accuracy
83.37
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
2020-08-28
코드 1
G2DM (ResNet-18)
Average Accuracy
83.34
Generalizing to unseen domains via distribution matching
2019-11-03
코드 1 · 코드 2
SagNet (Resnet-18)
Average Accuracy
83.25
Reducing Domain Gap by Reducing Style Bias
2019-10-25
코드 1 · 코드 2 · 코드 3
BNE (ResNet-18)
Average Accuracy
83.1
Batch Normalization Embeddings for Deep Domain Generalization
2020-11-25
연결 없음
DDAIG (Resnet-18)
Average Accuracy
83.1
Deep Domain-Adversarial Image Generation for Domain Generalisation
2020-03-12
연결 없음
L2A-OT (Resnet-18)
Average Accuracy
82.8
Learning to Generate Novel Domains for Domain Generalization
2020-07-07
코드 1
MASF (Resnet-50)
Average Accuracy
82.67
Domain Generalization via Model-Agnostic Learning of Semantic Features
2019-10-29
코드 1
CDANN (Resnet-50, DomainBed)
Average Accuracy
82.6
Deep Domain Generalization via Conditional Invariant Adversarial Networks
2018-09-01
연결 없음
DecAug (Resnet-18)
Average Accuracy
82.4
DecAug: Augmenting HOI Detection via Decomposition
2020-10-02
연결 없음
DecAug (Resnet-18)
Average Accuracy
82.39
DecAug: Out-of-Distribution Generalization via Decomposed Feature Representation and Semantic Augmentation
2020-12-17
코드 1
SagNet (Resnet-50)
Average Accuracy
82.3
Reducing Domain Gap by Reducing Style Bias
2019-10-25
코드 1 · 코드 2 · 코드 3
EISNet (Resnet-18)
Average Accuracy
82.15
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
2020-07-18
연결 없음
MMLD (Resnet-18, k=2)
Average Accuracy
81.83
Domain Generalization Using a Mixture of Multiple Latent Domains
2019-11-18
코드 1 · 코드 2
FAR (Resnet-18)
Average Accuracy
81.7
Feature Alignment and Restoration for Domain Generalization and Adaptation
2020-06-22
연결 없음
MetaReg (Resnet-18)
Average Accuracy
81.7
MetaReg: Towards Domain Generalization using Meta-Regularization
2018-12-01
연결 없음
CuMix (Resnet-18)
Average Accuracy
81.6
Towards Recognizing Unseen Categories in Unseen Domains
2020-07-23
코드 1
Epi-FCR (Resnet-18)
Average Accuracy
81.5
Episodic Training for Domain Generalization
2019-01-31
코드 1 · 코드 2
S-MLDG (Resnet-18)
Average Accuracy
81.5
Sequential Learning for Domain Generalization
2020-04-03
연결 없음
DMG (Resnet-18)
Average Accuracy
81.46
Learning to Balance Specificity and Invariance for In and Out of Domain Generalization
2020-08-28
코드 1
Jigsaw+Rotation (Resnet-18)
Average Accuracy
81.41
Self-Supervised Learning Across Domains
2020-07-24
연결 없음
ER (Resnet-18)
Average Accuracy
81.38
Domain Generalization via Entropy Regularization
2020-12-01
코드 1
MASF (Resnet-18)
Average Accuracy
81.04
Domain Generalization via Model-Agnostic Learning of Semantic Features
2019-10-29
코드 1