A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap?

1 December 2021

Papers citing "A Systematic Review of Robustness in Deep Learning for Computer Vision: Mind the gap?"

35 / 35 papers shown

Title
Robust Understanding of Human-Robot Social Interactions through Multimodal Distillation Tongfei Bian Mathieu Chollet T. Guha 16 0 0 06 May 2025
Robustness and Cybersecurity in the EU Artificial Intelligence Act Henrik Nolte Miriam Rateike Michèle Finck 36 1 0 22 Feb 2025
Towards Virtual Clinical Trials of Radiology AI with Conditional Generative Modeling Benjamin Killeen Bohua Wan Aditya V. Kulkarni Nathan G. Drenkow Michael Oberst Paul H. Yi Mathias Unberath MedIm 59 0 0 13 Feb 2025
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks Lotfi Abdelkrim Mecharbat Alberto Marchisio Muhammad Shafique M. Ghassemi Tuka Alhanai 77 0 0 11 Feb 2025
Neural Likelihood Surfaces for Spatial Processes with Computationally Intensive or Intractable Likelihoods Julia Walchessen Amanda Lenzi Mikael Kuusela 25 9 0 31 Dec 2024
Achieving Domain-Independent Certified Robustness via Knowledge Continuity Alan Sun Chiyu Ma Kenneth Ge Soroush Vosoughi 26 0 0 03 Nov 2024
Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin Representation Hao Ding Yuqian Zhang Hongchao Shu Xu Lian Ji Woong Kim Axel Krieger Mathias Unberath Ji Woong Kim Axel Krieger Mathias Unberath MedIm 42 0 0 26 Oct 2024
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction Melkamu Mersha Khang Lam Joseph Wood Ali AlShami Jugal Kalita XAI AI4TS 60 28 0 30 Aug 2024
Interpreting Global Perturbation Robustness of Image Models using Axiomatic Spectral Importance Decomposition Róisín Luo James McDermott C. O'Riordan AAML 27 0 0 02 Aug 2024
SegSTRONG-C: Segmenting Surgical Tools Robustly On Non-adversarial Generated Corruptions -- An EndoVis'24 Challenge Hao Ding Tuxun Lu Yuqian Zhang Ruixing Liang Hongchao Shu ... Bo Wang Marcos Fernández-Rodríguez Estevao Lima João L. Vilaça Mathias Unberath 55 4 0 16 Jul 2024
Robust Neural Information Retrieval: An Adversarial and Out-of-distribution Perspective Yu-An Liu Ruqing Zhang Jiafeng Guo Maarten de Rijke Yixing Fan Xueqi Cheng 28 6 0 09 Jul 2024
MedMNIST-C: Comprehensive benchmark and improved classifier robustness by simulating realistic image corruptions Francesco Di Salvo Sebastian Doerrich Christian Ledig OOD 19 2 0 25 Jun 2024
Mind the Graph When Balancing Data for Fairness or Robustness Jessica Schrouff Alexis Bellot Amal Rannen-Triki Alan Malek Isabela Albuquerque A. Gretton Alexander DÁmour Silvia Chiappa OOD CML 26 1 0 25 Jun 2024
Transparency Distortion Robustness for SOTA Image Segmentation Tasks Volker Knauthe Arne Rak Tristan Wirth Thomas Pollabauer Simon Metzler Arjan Kuijper Dieter W. Fellner 18 2 0 21 May 2024
Aggregate Representation Measure for Predictive Model Reusability Vishwesh Sangarya Richard M. Bradford Jung-Eun Kim 17 2 0 15 May 2024
Machine Learning Robustness: A Primer Houssem Ben Braiek Foutse Khomh AAML OOD 24 5 0 01 Apr 2024
A Bayesian Approach to OOD Robustness in Image Classification Prakhar Kaushik Adam Kortylewski Alan L. Yuille 21 1 0 12 Mar 2024
A survey on robustness in trajectory prediction for autonomous vehicles Jeroen Hagenus Frederik Baymler Mathiesen J. Schumann Arkady Zgonnikov 22 3 0 02 Feb 2024
A Survey on Verification and Validation, Testing and Evaluations of Neurosymbolic Artificial Intelligence Justus Renkhoff Ke-ke Feng Marc Meier-Doernberg Alvaro Velasquez Houbing Herbert Song 19 8 0 06 Jan 2024
Having Second Thoughts? Let's hear it J. H. Lee Sujith Vijayan AAML 6 0 0 26 Nov 2023
Are These the Same Apple? Comparing Images Based on Object Intrinsics Klemen Kotar Stephen Tian Hong-Xing Yu Daniel L. K. Yamins Jiajun Wu 11 6 0 01 Nov 2023
Does resistance to style-transfer equal Global Shape Bias? Measuring network sensitivity to global shape configuration Ziqi Wen Tianqin Li Zhi Jing Tai Sing Lee OOD 10 0 0 11 Oct 2023
Towards Viewpoint Robustness in Bird's Eye View Segmentation Tzofi Klinghoffer Jonah Philion Wenzheng Chen Or Litany Zan Gojcic Jungseock Joo Ramesh Raskar Sanja Fidler Jose M. Alvarez 30 11 0 11 Sep 2023
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-centric Learning Nathan G. Drenkow Mathias Unberath 24 3 0 28 Aug 2023
The Chai Platform's AI Safety Framework Xiaoding Lu Aleksey Korshuk Z. Liu W. Beauchamp 8 1 0 05 Jun 2023
Non-adversarial Robustness of Deep Learning Methods for Computer Vision Gorana Gojić V. Vincan O. Kundacina D. Mišković Dinu Dragan OOD 8 4 0 24 May 2023
Investigating the Corruption Robustness of Image Classifiers with Random Lp-norm Corruptions George J. Siedel Weijia Shao S. Vock Andrey Morozov 17 1 0 09 May 2023
Rethinking Causality-driven Robot Tool Segmentation with Temporal Constraints Hao Ding J. Wu Zhaoshuo Li Mathias Unberath CML 17 10 0 30 Nov 2022
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie-jin Yang 4 10 0 17 Oct 2022
AccelAT: A Framework for Accelerating the Adversarial Training of Deep Neural Networks through Accuracy Gradient F. Nikfam Alberto Marchisio Maurizio Martina Muhammad Shafique AAML 10 0 0 13 Oct 2022
Ambiguous Images With Human Judgments for Robust Visual Event Classification Kate Sanders Reno Kriz Anqi Liu Benjamin Van Durme 63 12 0 06 Oct 2022
Decorrelative Network Architecture for Robust Electrocardiogram Classification Christopher Wiedeman Ge Wang OOD 11 2 0 19 Jul 2022
SyntheX: Scaling Up Learning-based X-ray Image Analysis Through In Silico Experiments Cong Gao Benjamin Killeen Yicheng Hu Robert Grupp Russell H. Taylor Mehran Armand Mathias Unberath MedIm 17 9 0 13 Jun 2022
CaRTS: Causality-driven Robot Tool Segmentation from Vision and Kinematics Data Hao Ding Jintan Zhang Peter Kazanzides J. Wu Mathias Unberath 14 17 0 15 Mar 2022
Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies Aizaz Sharif D. Marijan AAML 13 15 0 22 Dec 2021