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

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원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
SWAD (ResNet-50)
Average Accuracy
88.1
SWAD: Domain Generalization by Seeking Flat Minima
2021-02-17
코드 1 · 코드 2 · 코드 3 · 코드 4
GMoE-S/16
Average Accuracy
88.1
Sparse Mixture-of-Experts are Domain Generalizable Learners
2022-06-08
코드 1 · 코드 2
QT-DoG (ResNet-50)
Average Accuracy
87.89
QT-DoG: Quantization-aware Training for Domain Generalization
2024-10-08
코드 1
DDG
Average Accuracy
87.87
Dynamic Domain Generalization
2022-05-27
코드 1
RSC (ResNet-50)
Average Accuracy
87.83
Self-Challenging Improves Cross-Domain Generalization
2020-07-05
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
WAKD (DeiT-Ti)
Average Accuracy
87.6
Weight Averaging Improves Knowledge Distillation under Domain Shift
2023-09-20
코드 1
MDG-Hybrid (ResNet-50)
Average Accuracy
87.52
Domain Generalization using Causal Matching
2020-06-12
코드 1
DREAME
Average Accuracy
87.35
Automated Domain Discovery from Multiple Sources to Improve Zero-Shot Generalization
2021-12-17
코드 1
D-Triplet(Resnet-50)
Average Accuracy
87.3
Domain-aware Triplet loss in Domain Generalization
2023-03-01
코드 1
AdaClust (ResNet-50)
Average Accuracy
87.0
Adaptive Methods for Aggregated Domain Generalization
2021-12-09
코드 1
Fishr(ResNet-50,DomainBed)
Average Accuracy
86.9
Fishr: Invariant Gradient Variances for Out-of-Distribution Generalization
2021-09-07
코드 1 · 코드 2
Meta-DMoE (ResNet-50)
Average Accuracy
86.9
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts
2022-10-08
코드 1
POEM
Average Accuracy
86.7
POEM: Polarization of Embeddings for Domain-Invariant Representations
2023-05-22
코드 1
DSON (Resnet-50)
Average Accuracy
86.64
Learning to Optimize Domain Specific Normalization for Domain Generalization
2019-07-09
연결 없음
STEAM (Resnet-18)
Average Accuracy
86.6
A Style and Semantic Memory Mechanism for Domain Generalization
2021-12-14
연결 없음
WAKD (Resnet-18)
Average Accuracy
86.6
Weight Averaging Improves Knowledge Distillation under Domain Shift
2023-09-20
코드 1
XDED (ResNet-18)
Average Accuracy
86.4
Cross Domain Ensemble Distillation for Domain Generalization
2021-09-29
연결 없음
XDED (ResNet-18)
Average Accuracy
86.4
Cross-Domain Ensemble Distillation for Domain Generalization
2022-11-25
코드 1
EISNet (Resnet-50)
Average Accuracy
85.84
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization
2020-07-18
연결 없음
GMDG (ResNet-50)
Average Accuracy
85.6
Rethinking Multi-domain Generalization with A General Learning Objective
2024-02-29
코드 1 · 코드 2
ERM (Resnet-50, DomainBed)
Average Accuracy
85.50
In Search of Lost Domain Generalization
2020-07-02
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12
ER (Resnet-50)
Average Accuracy
85.34
Domain Generalization via Entropy Regularization
2020-12-01
코드 1
RSC (Resnet-50, DomainBed)
Average Accuracy
85.2
Self-Challenging Improves Cross-Domain Generalization
2020-07-05
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
RSC (Resnet-18)
Average Accuracy
85.15
Self-Challenging Improves Cross-Domain Generalization
2020-07-05
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
DSON (Resnet-18)
Average Accuracy
85.11
Learning to Optimize Domain Specific Normalization for Domain Generalization
2019-07-09
연결 없음
StableNet (ResNet-18)
Average Accuracy
84.69
Deep Stable Learning for Out-Of-Distribution Generalization
2021-04-16
코드 1 · 코드 2
DGIS (Resnet-18, Painting)
Average Accuracy
84.64
Frustratingly Simple Domain Generalization via Image Stylization
2020-06-19
코드 1 · 코드 2
MMD-AAE (Resnet-50, DomainBed)
Average Accuracy
84.6
Domain Generalization With Adversarial Feature Learning
2018-06-01
연결 없음
Mixup (Resnet-50, DomainBed)
Average Accuracy
84.6
Improve Unsupervised Domain Adaptation with Mixup Training
2020-01-03
코드 1
DDEC (Resnet-18)
Average Accuracy
84.46
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization
2019-09-18
연결 없음