Benchmarking the Robustness of Semantic Segmentation Models

14 August 2019

Papers citing "Benchmarking the Robustness of Semantic Segmentation Models"

41 / 41 papers shown

Title
Benchmarking the Spatial Robustness of DNNs via Natural and Adversarial Localized Corruptions Giulia Marchiori Pietrosanti Giulio Rossolini Alessandro Biondi Giorgio Buttazzo AAML 80 0 0 02 Apr 2025
Segment Any-Quality Images with Generative Latent Space Enhancement Guangqian Guo Yoong Guo Xuehui Yu Wenbo Li Yaoxing Wang Shan Gao VLM 77 0 0 16 Mar 2025
Benchmarking the Robustness of Panoptic Segmentation for Automated Driving Yiting Wang Haonan Zhao Daniel Gummadi M. Dianati Kurt Debattista Valentina Donzella 28 2 0 23 Feb 2024
Trapped in texture bias? A large scale comparison of deep instance segmentation J. Theodoridis Jessica Hofmann J. Maucher A. Schilling SSeg 27 5 0 17 Jan 2024
Improving the Robustness of 3D Human Pose Estimation: A Benchmark and Learning from Noisy Input Trung-Hieu Hoang Mona Zehni Huy Phan Duc Minh Vo Minh N. Do 24 2 0 11 Dec 2023
IDD-AW: A Benchmark for Safe and Robust Segmentation of Drive Scenes in Unstructured Traffic and Adverse Weather Furqan Ahmed Shaik Abhishek Malreddy Nikhil Reddy Billa Kunal Chaudhary Sunny Manchanda Girish Varma 17 11 0 24 Nov 2023
Impact of architecture on robustness and interpretability of multispectral deep neural networks Charles Godfrey Elise Bishoff Myles Mckay E. Byler 27 0 0 21 Sep 2023
Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression Xuanlong Yu Gianni Franchi Jindong Gu Emanuel Aldea UQCV 16 4 0 17 Aug 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation Lingdong Kong Yaru Niu Shaoyuan Xie Hanjiang Hu Lai Xing Ng ... Zhenyu Li Runze Chen Haiyong Luo Fang Zhao Jing Yu 28 13 0 27 Jul 2023
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models Shuo Chen Jindong Gu Zhen Han Yunpu Ma Philip H. S. Torr Volker Tresp VPVLM VLM 32 17 0 03 Jun 2023
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation Jian Ding Nan Xue Guisong Xia Bernt Schiele Dengxin Dai ViT 17 30 0 22 May 2023
Assessment Framework for Deepfake Detection in Real-world Situations Yuhang Lu Touradj Ebrahimi CVBM 19 17 0 12 Apr 2023
Fooling Polarization-based Vision using Locally Controllable Polarizing Projection Zhuoxiao Li Zhihang Zhong S. Nobuhara Ko Nishino Yinqiang Zheng AAML 18 1 0 31 Mar 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 29 50 0 13 Feb 2023
Benchmarking the Robustness of LiDAR Semantic Segmentation Models Xu Yan Chaoda Zheng Ying Xue Zhen Li Shuguang Cui Dengxin Dai AAML 3DV 3DPC 25 19 0 03 Jan 2023
Representation Separation for Semantic Segmentation with Vision Transformers Yuanduo Hong Huihui Pan Weichao Sun Xinghu Yu Huijun Gao ViT 23 5 0 28 Dec 2022
Context-Adaptive Deep Neural Networks via Bridge-Mode Connectivity Nathan G. Drenkow Alvin Tan C. Ashcraft Kiran Karra 13 0 0 28 Nov 2022
Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond Aberrations Qi Jiang Haowen Shi Shaohua Gao Jiaming Zhang Kailun Yang Lei Sun Huajian Ni Kaiwei Wang 26 5 0 21 Nov 2022
Latent Discriminant deterministic Uncertainty Gianni Franchi Xuanlong Yu Andrei Bursuc Emanuel Aldea Séverine Dubuisson David Filliat UQCV 22 18 0 20 Jul 2022
Benchmarking the Robustness of Deep Neural Networks to Common Corruptions in Digital Pathology Yunlong Zhang Yuxuan Sun Honglin Li S. Zheng Chenglu Zhu L. Yang OOD 56 27 0 30 Jun 2022
Does Robustness on ImageNet Transfer to Downstream Tasks? Yutaro Yamada Mayu Otani OOD 23 27 0 08 Apr 2022
A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Yuhang Lu Ru Luo Touradj Ebrahimi 24 0 0 22 Mar 2022
3D Common Corruptions and Data Augmentation Oğuzhan Fatih Kar Teresa Yeo Andrei Atanov Amir Zamir 3DPC 35 107 0 02 Mar 2022
On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving Giulio Rossolini F. Nesti G. D’Amico Saasha Nair Alessandro Biondi Giorgio Buttazzo AAML 24 37 0 05 Jan 2022
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 21 450 0 29 Nov 2021
Benchmarking the Robustness of Instance Segmentation Models Said Fahri Altindis Yusuf Dalva Hamza Pehlivan Aysegül Dündar VLM OOD 29 12 0 02 Sep 2021
Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation Chaithanya Kumar Mummadi Robin Hutmacher K. Rambach Evgeny Levinkov Thomas Brox J. H. Metzen TTA OOD 27 69 0 28 Jun 2021
RobustNav: Towards Benchmarking Robustness in Embodied Navigation Prithvijit Chattopadhyay Judy Hoffman Roozbeh Mottaghi Aniruddha Kembhavi 18 55 0 08 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 26 4,827 0 31 May 2021
When Human Pose Estimation Meets Robustness: Adversarial Algorithms and Benchmarks Jiahang Wang Sheng Jin Wentao Liu Weizhong Liu Chao Qian Ping Luo AAML 11 56 0 13 May 2021
Selective Probabilistic Classifier Based on Hypothesis Testing Saeed Bakhshi Germi Esa Rahtu H. Huttunen 22 1 0 09 May 2021
Towards Evaluating the Robustness of Deep Diagnostic Models by Adversarial Attack Mengting Xu Tao Zhang Zhongnian Li Mingxia Liu Daoqiang Zhang AAML OOD MedIm 25 41 0 05 Mar 2021
On the Structures of Representation for the Robustness of Semantic Segmentation to Input Corruption Charles Lehman Dogancan Temel Ghassan AlRegib 19 4 0 02 Sep 2020
Improving robustness against common corruptions by covariate shift adaptation Steffen Schneider E. Rusak L. Eck Oliver Bringmann Wieland Brendel Matthias Bethge VLM 31 457 0 30 Jun 2020
CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks Akhilan Boopathy Tsui-Wei Weng Pin-Yu Chen Sijia Liu Luca Daniel AAML 108 138 0 29 Nov 2018
Wider or Deeper: Revisiting the ResNet Model for Visual Recognition Zifeng Wu Chunhua Shen A. Hengel SSeg 253 1,491 0 30 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016
Safety Verification of Deep Neural Networks Xiaowei Huang M. Kwiatkowska Sen Wang Min Wu AAML 178 932 0 21 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 253 1,827 0 18 Aug 2016
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 230 2,056 0 07 Jun 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,637 0 02 Nov 2015