Adaptive Sensitivity Analysis for Robust Augmentation against Natural Corruptions in Image Segmentation

3 June 2024

Papers citing "Adaptive Sensitivity Analysis for Robust Augmentation against Natural Corruptions in Image Segmentation"

21 / 21 papers shown

Title
A Multi-purpose Realistic Haze Benchmark with Quantifiable Haze Levels and Ground Truth Priya Narayanan Xin Hu Zhenyu Wu Matthew D. Thielke J. Rogers ... James D. Brown Long Quang James R. Uplinger H. Kwon Zhangyang Wang 67 11 0 13 Jun 2022
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation Junjue Wang Zhuo Zheng A. Ma Xiaoyan Lu Yanfei Zhong 77 336 0 17 Oct 2021
Benchmarking the Robustness of Spatial-Temporal Models Against Corruptions Chenyu Yi Siyuan Yang Haoliang Li Yap-Peng Tan Alex C. Kot 50 33 0 13 Oct 2021
CarveMix: A Simple Data Augmentation Method for Brain Lesion Segmentation Xinru Zhang Chenghao Liu N. Ou Xiangzhu Zeng Xiaoliang Xiong Yizhou Yu Zhiwen Liu Chuyang Ye 134 36 0 16 Aug 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 285 5,030 0 31 May 2021
Improving robustness against common corruptions with frequency biased models Tonmoy Saikia Cordelia Schmid Thomas Brox OOD 54 41 0 30 Mar 2021
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Samuel G. Müller Frank Hutter ViT MQ 64 289 0 18 Mar 2021
On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness Eric Mintun A. Kirillov Saining Xie 76 95 0 22 Feb 2021
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 97 481 0 30 Jun 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization Dan Hendrycks Steven Basart Norman Mu Saurav Kadavath Frank Wang ... Samyak Parajuli Mike Guo D. Song Jacob Steinhardt Justin Gilmer OOD 331 1,740 0 29 Jun 2020
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty Dan Hendrycks Norman Mu E. D. Cubuk Barret Zoph Justin Gilmer Balaji Lakshminarayanan OOD UQCV 103 1,300 0 05 Dec 2019
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 229 3,490 0 30 Sep 2019
Benchmarking the Robustness of Semantic Segmentation Models Christoph Kamann Carsten Rother VLM UQCV 53 165 0 14 Aug 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
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 172 3,435 0 28 Mar 2019
Data augmentation using learned transformations for one-shot medical image segmentation Amy Zhao Guha Balakrishnan F. Durand John Guttag Adrian Dalca OOD MedIm 68 399 0 25 Feb 2019
IDD: A Dataset for Exploring Problems of Autonomous Navigation in Unconstrained Environments G. Varma A. Subramanian A. Namboodiri Manmohan Chandraker C. V. Jawahar 101 324 0 26 Nov 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 144 1,493 0 04 Jan 2018
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
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 402 1,881 0 18 Aug 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