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Building robust classifiers through generation of confident out of
  distribution examples

Building robust classifiers through generation of confident out of distribution examples

1 December 2018
K. Sricharan
Ashok Srivastava
    OOD
ArXivPDFHTML

Papers citing "Building robust classifiers through generation of confident out of distribution examples"

11 / 11 papers shown
Title
Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity
Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity
Junkun Chen
Jilin Mei
Liang Chen
Fangzhou Zhao
Yu Hu
Yu Hu
ObjD
48
0
0
09 Sep 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised
  Outlier Synthesis
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis
Brian K. S. Isaac-Medina
Yona Falinie A. Gaus
Neelanjan Bhowmik
T. Breckon
28
2
0
22 Jul 2024
SAFE: Sensitivity-Aware Features for Out-of-Distribution Object
  Detection
SAFE: Sensitivity-Aware Features for Out-of-Distribution Object Detection
Samuel Wilson
Tobias Fischer
Feras Dayoub
Dimity Miller
Niko Sünderhauf
OODD
31
29
0
29 Aug 2022
Out-of-Distribution Detection with Semantic Mismatch under Masking
Out-of-Distribution Detection with Semantic Mismatch under Masking
Yijun Yang
Ruiyuan Gao
Qiang Xu
OODD
24
27
0
31 Jul 2022
Provable Guarantees for Understanding Out-of-distribution Detection
Provable Guarantees for Understanding Out-of-distribution Detection
Peyman Morteza
Yixuan Li
OODD
35
86
0
01 Dec 2021
FROB: Few-shot ROBust Model for Classification and Out-of-Distribution
  Detection
FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection
Nikolaos Dionelis
Mehrdad Yaghoobi
Sotirios A. Tsaftaris
OODD
19
4
0
30 Nov 2021
OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample
  Generation on the Boundary
OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary
Nikolaos Dionelis
Mehrdad Yaghoobi
Sotirios A. Tsaftaris
OODD
23
6
0
28 Oct 2021
Generalized Out-of-Distribution Detection: A Survey
Generalized Out-of-Distribution Detection: A Survey
Jingkang Yang
Kaiyang Zhou
Yixuan Li
Ziwei Liu
188
879
0
21 Oct 2021
Out-of-distribution Detection in Classifiers via Generation
Out-of-distribution Detection in Classifiers via Generation
Sachin Vernekar
Ashish Gaurav
Vahdat Abdelzad
Taylor Denouden
Rick Salay
Krzysztof Czarnecki
OODD
27
83
0
09 Oct 2019
Analysis of Confident-Classifiers for Out-of-distribution Detection
Analysis of Confident-Classifiers for Out-of-distribution Detection
Sachin Vernekar
Ashish Gaurav
Taylor Denouden
Buu Phan
Vahdat Abdelzad
Rick Salay
Krzysztof Czarnecki
OODD
18
18
0
27 Apr 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
276
5,675
0
05 Dec 2016
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