DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the
Presence of Shortcut and Generalization Opportunities

DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities

12 August 2021

Piyapat Saranrittichai

Chaithanya Kumar Mummadi

William H. Beluch

Papers citing "DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities"

11 / 11 papers shown

Title
Rethinking Robustness in Machine Learning: A Posterior Agreement Approach João B. S. Carvalho Alessandro Torcinovich Victor Jimenez Rodriguez Antonio Emanuele Cinà Carlos Cotrini Lea Schönherr J. M. Buhmann OOD 68 0 0 20 Mar 2025
Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models Nishad Singhi Jae Myung Kim Karsten Roth Zeynep Akata 48 1 0 02 May 2024
Invariant Anomaly Detection under Distribution Shifts: A Causal Perspective João B. S. Carvalho Mengtao Zhang Robin Geyer C. Jiménez J. M. Buhmann 23 5 0 21 Dec 2023
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings Lukas Klein João B. S. Carvalho Mennatallah El-Assady Paolo Penna J. M. Buhmann Paul F. Jaeger 16 4 0 15 Jun 2023
A Whac-A-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others Zhiheng Li Ivan Evtimov Albert Gordo C. Hazirbas Tal Hassner Cristian Canton Ferrer Chenliang Xu Mark Ibrahim 34 71 0 09 Dec 2022
Neuromorphic Visual Scene Understanding with Resonator Networks Alpha Renner Lazar Supic Andreea Danielescu Giacomo Indiveri Bruno A. Olshausen Yulia Sandamirskaya Friedrich T. Sommer E. P. Frady 26 19 0 26 Aug 2022
Multi-Attribute Open Set Recognition Piyapat Saranrittichai Chaithanya Kumar Mummadi Claudia Blaiotta Mauricio Muñoz Volker Fischer 27 6 0 14 Aug 2022
Overcoming Shortcut Learning in a Target Domain by Generalizing Basic Visual Factors from a Source Domain Piyapat Saranrittichai Chaithanya Kumar Mummadi Claudia Blaiotta Mauricio Muñoz Volker Fischer CML OOD 38 7 0 20 Jul 2022
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models Gregory Plumb Nari Johnson Ángel Alexander Cabrera Ameet Talwalkar 40 5 0 08 Jul 2022
Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective Luca Scimeca Seong Joon Oh Sanghyuk Chun Michael Poli Sangdoo Yun OOD 392 49 0 06 Oct 2021
Visual Representation Learning Does Not Generalize Strongly Within the Same Domain Lukas Schott Julius von Kügelgen Frederik Trauble Peter V. Gehler Chris Russell Matthias Bethge Bernhard Schölkopf Francesco Locatello Wieland Brendel OOD DRL 43 66 0 17 Jul 2021