Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation

19 August 2023

Papers citing "Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation"

23 / 23 papers shown

Title
UGainS: Uncertainty Guided Anomaly Instance Segmentation Alexey Nekrasov Alexander Hermans L. Kuhnert Bastian Leibe 68 11 0 03 Aug 2023
Unmasking Anomalies in Road-Scene Segmentation Shyam Nandan Rai Fabio Cermelli Dario Fontanel Carlo Masone Barbara Caputo ISeg 50 41 0 25 Jul 2023
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization Yumeng Li Dan Zhang Margret Keuper Anna Khoreva 92 11 0 02 Jul 2023
On Advantages of Mask-level Recognition for Outlier-aware Segmentation Matej Grcić Josip vSarić Sinivsa vSegvić UQCV 137 34 0 09 Jan 2023
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation Yuyuan Liu Choubo Ding Yu Tian Guansong Pang Vasileios Belagiannis Ian Reid G. Carneiro OODD 65 40 0 26 Nov 2022
Intra-Source Style Augmentation for Improved Domain Generalization Yumeng Li Dan Zhang Margret Keuper Anna Khoreva 70 33 0 18 Oct 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 248 2,364 0 02 Dec 2021
Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene Segmentation Sanghun Jung Jungsoo Lee Daehoon Gwak Sungha Choi Jaegul Choo 118 96 0 23 Jul 2021
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening Sungha Choi Sanghun Jung Huiwon Yun J. Kim Seungryong Kim Jaegul Choo 110 287 0 29 Mar 2021
StyleLess layer: Improving robustness for real-world driving Julien Rebut Andrei Bursuc P. Pérez 104 5 0 25 Mar 2021
Pixel-wise Anomaly Detection in Complex Driving Scenes Giancarlo Di Biase Hermann Blum Roland Siegwart Cesar Cadena UQCV 53 156 0 09 Mar 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 296 991 0 13 Dec 2020
Entropy Maximization and Meta Classification for Out-Of-Distribution Detection in Semantic Segmentation Robin Shing Moon Chan Matthias Rottmann Hanno Gottschalk OODD 110 152 0 09 Dec 2020
Energy-based Out-of-distribution Detection Weitang Liu Xiaoyun Wang John Douglas Owens Yixuan Li OODD 271 1,356 0 08 Oct 2020
Scaling Out-of-Distribution Detection for Real-World Settings Dan Hendrycks Steven Basart Mantas Mazeika Andy Zou Joe Kwon Mohammadreza Mostajabi Jacob Steinhardt D. Song OODD 173 481 0 25 Nov 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 619 4,780 0 13 May 2019
The Fishyscapes Benchmark: Measuring Blind Spots in Semantic Segmentation Hermann Blum Paul-Edouard Sarlin Juan I. Nieto Roland Siegwart Cesar Cadena UQCV 55 159 0 05 Apr 2019
Deep Anomaly Detection with Outlier Exposure Dan Hendrycks Mantas Mazeika Thomas G. Dietterich OODD 183 1,478 0 11 Dec 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,764 0 25 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 114 3,765 0 15 Aug 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 230 8,473 0 17 Jun 2017
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 158 3,454 0 07 Oct 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,623 0 06 Apr 2016