← Out-of-Distribution Detection
Papers with Code · CC BY-SA 4.0

CIFAR-100 vs CIFAR-10

아카이브 평가 14건 · 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.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
DHM
AUROC
100
AUPR
100
Deep Hybrid Models for Out-of-Distribution Detection
2022-01-01
연결 없음
Ensemble of ViTs
AUROC
98.11
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
ViT-L_16 finetuned on CIFAR-100
AUROC
97.98
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
R50+ViT_B-16 finetuned on CIFAR-100
AUROC
96.23
AUPR
92.08
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
ViT_B-16 finetuned on CIFAR-100
AUROC
95.53
AUPR
91.89
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
MLP-Mixer_B-16 finetuned on CIFAR-100
AUROC
95.31
AUPR
90.22
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
CLIP using class name words describing the two distributions
AUROC
94.68
Exploring the Limits of Out-of-Distribution Detection
2021-06-06
코드 1
ERD (ResNet18)
AUROC
94.3
Semi-supervised novelty detection using ensembles with regularized disagreement
2020-12-10
코드 1
OpenHybrid
AUROC
85.6
Hybrid Models for Open Set Recognition
2020-03-27
연결 없음
Maximum Logit Score (MLS)
AUROC
83.2
Open-Set Recognition: a Good Closed-Set Classifier is All You Need?
2021-10-12
코드 1 · 코드 2
WRN 40-2 + OECC
AUROC
78.7
AUPR
35.2
Outlier Exposure with Confidence Control for Out-of-Distribution Detection
2019-06-08
코드 1
Joint contrastive and supervised training
AUROC
78.3
Contrastive Training for Improved Out-of-Distribution Detection
2020-07-10
연결 없음
ResNet + diagonal elements of Gram matrix
AUROC
76.6
Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices
2019-12-28
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
DenseNet + diagonal elements of Gram matrix
AUROC
70.1
Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices
2019-12-28
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5