Surrogate Model-Based Explainability Methods for Point Cloud NNs

28 July 2021

Papers citing "Surrogate Model-Based Explainability Methods for Point Cloud NNs"

15 / 15 papers shown

Title
PointExplainer: Towards Transparent Parkinson's Disease Diagnosis Xuechao Wang S. Nõmm Junqing Huang Kadri Medijainen A. Toomela Michael Ruzhansky AAML FAtt 26 0 0 04 May 2025
Explainable LiDAR 3D Point Cloud Segmentation and Clustering for Detecting Airplane-Generated Wind Turbulence Zhan Qu Shuzhou Yuan Michael Färber Marius Brennfleck Niklas Wartha Anton Stephan 3DPC 41 0 0 01 Mar 2025
Explainability of Point Cloud Neural Networks Using SMILE: Statistical Model-Agnostic Interpretability with Local Explanations Seyed Mohammad Ahmadi Koorosh Aslansefat Ruben Valcarce-Dineiro Joshua Barnfather 36 1 0 20 Oct 2024
One Wave to Explain Them All: A Unifying Perspective on Post-hoc Explainability Gabriel Kasmi Amandine Brunetto Thomas Fel Jayneel Parekh AAML FAtt 35 0 0 02 Oct 2024
Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property Yuya Yoshikawa Masanari Kimura Ryotaro Shimizu Yuki Saito FAtt 41 0 0 23 May 2024
Contestable AI needs Computational Argumentation Francesco Leofante Hamed Ayoobi Adam Dejl Gabriel Freedman Deniz Gorur ... Anna Rapberger Fabrizio Russo Xiang Yin Dekai Zhang Francesca Toni 30 3 0 17 May 2024
Flow AM: Generating Point Cloud Global Explanations by Latent Alignment Hanxiao Tan 44 1 0 29 Apr 2024
Fast and Simple Explainability for Point Cloud Networks Meir Yossef Levi Guy Gilboa 3DPC 26 3 0 12 Mar 2024
DAM: Diffusion Activation Maximization for 3D Global Explanations Hanxiao Tan 32 1 0 26 Jan 2024
Robustifying Point Cloud Networks by Refocusing Meir Yossef Levi Guy Gilboa 3DPC 35 4 0 10 Aug 2023
Concept Activation Vectors for Generating User-Defined 3D Shapes Stefan Druc Aditya Balu Peter Wooldridge A. Krishnamurthy S. Sarkar 3DPC LLMSV 19 2 0 29 Apr 2022
Maximum Entropy Baseline for Integrated Gradients Hanxiao Tan FAtt 24 4 0 12 Apr 2022
Visualizing Global Explanations of Point Cloud DNNs Hanxiao Tan 3DPC 50 7 0 17 Mar 2022
Explainability-Aware One Point Attack for Point Cloud Neural Networks Hanxiao Tan Helena Kotthaus 3DPC AAML 24 11 0 08 Oct 2021
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas J. Guibas 3DH 3DPC 3DV PINN 222 14,131 0 02 Dec 2016