Papers with Code · CC BY-SA 4.0

STL-10

아카이브 평가 117건 · 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
ResNet18(BN, 4)	Percentage correct 81.04	Extended Batch Normalization 2020-03-12	연결 없음
VGG8B + LocalLearning + CO	Percentage correct 80.75	Training Neural Networks with Local Error Signals 2019-01-20	코드 1 · 코드 2
ResNet18(GN, 4)	Percentage correct 79.3	Extended Batch Normalization 2020-03-12	연결 없음
PSLR-Linear	Percentage correct 78.8	Probabilistic Structural Latent Representation for Unsupervised Embedding 2020-06-01	연결 없음
ResNet18(BN, 128)	Percentage correct 78.65	Extended Batch Normalization 2020-03-12	연결 없음
Mean Teacher	Percentage correct 78.57	FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 2020-01-21	코드 1
CPC†	Percentage correct 78.36	A Framework For Contrastive Self-Supervised Learning And Designing A New Approach 2020-08-31	코드 1 · 코드 2
Hamiltonian	Percentage correct 78.3	Deep Neural Networks Motivated by Partial Differential Equations 2018-04-12	코드 1
CC-GAN²	Percentage correct 77.8	Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks 2016-11-19	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7
CC-GAN	Percentage correct 77.80	ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring 2019-11-21	코드 1 · 코드 2 · 코드 3
Parabolic	Percentage correct 77.0	Deep Neural Networks Motivated by Partial Differential Equations 2018-04-12	코드 1
Scat + WRN 20-8	Percentage correct 76.6	Scaling the Scattering Transform: Deep Hybrid Networks 2017-03-27	코드 1 · 코드 2
ResNet18(EBN, 4)	Percentage correct 76.49	Extended Batch Normalization 2020-03-12	연결 없음
Exemplar CNN	Percentage correct 75.7	Scaling the Scattering Transform: Deep Hybrid Networks 2017-03-27	코드 1 · 코드 2
ResNet18(EBN, 128)	Percentage correct 75.57	Extended Batch Normalization 2020-03-12	연결 없음
Stacked what-where AE	Percentage correct 74.33	Scaling the Scattering Transform: Deep Hybrid Networks 2017-03-27	코드 1 · 코드 2
SWWAE	Percentage correct 74.33	HybridNet: Classification and Reconstruction Cooperation for Semi-Supervised Learning 2018-07-30	연결 없음
SWWAE	Percentage correct 74.30	ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring 2019-11-21	코드 1 · 코드 2 · 코드 3
SWWAE	Percentage correct 74.3	Stacked What-Where Auto-encoders 2015-06-08	코드 1 · 코드 2
Second-order	Percentage correct 74.3	Deep Neural Networks Motivated by Partial Differential Equations 2018-04-12	코드 1
Convolutional Clustering	Percentage correct 74.1	Convolutional Clustering for Unsupervised Learning 2015-11-19	연결 없음
Π-Model	Percentage correct 73.77	FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 2020-01-21	코드 1
Discriminative Unsupervised Feature Learning with Convolutional Neural Networks	Percentage correct 72.8	Discriminative Unsupervised Feature Learning with Convolutional Neural Networks 2014-12-01	코드 1
ResNet18(GN, 128)	Percentage correct 72.66	Extended Batch Normalization 2020-03-12	연결 없음
Pseudo-Labeling	Percentage correct 72.01	FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 2020-01-21	코드 1
Entropy	Percentage correct 71.65	Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring 2020-07-03	연결 없음
BDW	Percentage correct 71.12	Don’t Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights 2020-06-22	연결 없음
MP	Percentage correct 71.05	Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring 2020-07-03	연결 없음
WaveMixLite-256/7	Percentage correct 70.88	WaveMix: A Resource-efficient Neural Network for Image Analysis 2022-05-28	코드 1
CNN	Percentage correct 70.7	Scaling the Scattering Transform: Deep Hybrid Networks 2017-03-27	코드 1 · 코드 2