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PointHop: An Explainable Machine Learning Method for Point Cloud Classification

IEEE transactions on multimedia (IEEE TMM), 2019

30 July 2019

Papers citing "PointHop: An Explainable Machine Learning Method for Point Cloud Classification"

36 / 36 papers shown

Title
XAI for Point Cloud Data using Perturbations based on Meaningful SegmentationIEEE Access (IEEE Access), 2025 Raju Ningappa Mulawade Christoph Garth Alexander Wiebel 3DPC 87 1 0 29 Jul 2025
GWPT: A Green Word-Embedding-based POS Tagger Chengwei Wei Runqi Pang C.-C. Jay Kuo VLM 173 2 0 15 Jan 2024
Green Steganalyzer: A Green Learning Approach to Image SteganalysisAPSIPA Transactions on Signal and Information Processing (TASIP), 2023 Yao Zhu Xinyu Wang Hong-Shuo Chen Ronald Salloum C.-C. Jay Kuo 119 6 0 06 Jun 2023
S3I-PointHop: SO(3)-Invariant PointHop for 3D Point Cloud ClassificationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Pranav Kadam Hardik Prajapati Hao Fei Jintang Xue Shan Liu C.-C. Jay Kuo 3DPC 194 4 0 22 Feb 2023
Reconnoitering the class distinguishing abilities of the features, to know them better Payel Sadhukhan S. Palit Kausik Sengupta 121 0 0 23 Nov 2022
GENHOP: An Image Generation Method Based on Successive Subspace LearningInternational Symposium on Circuits and Systems (ISCAS), 2022 Xuejing Lei Wei Wang C.-C. Jay Kuo VLM 80 6 0 07 Oct 2022
Green Learning: Introduction, Examples and OutlookJournal of Visual Communication and Image Representation (JVCIR), 2022 C.-C. Jay Kuo A. Madni 200 89 0 03 Oct 2022
Masked Autoencoders in 3D Point Cloud Representation LearningIEEE transactions on multimedia (IEEE TMM), 2022 Jincen Jiang Xuequan Lu Lizhi Zhao Richard Dazeley Meili Wang 3DPC ViT 261 49 0 04 Jul 2022
Design of Supervision-Scalable Learning Systems: Methodology and Performance BenchmarkingJournal of Visual Communication and Image Representation (JVCIR), 2022 Yijing Yang Hongyu Fu C.-C. Jay Kuo OOD 155 12 0 18 Jun 2022
PAGER: Progressive Attribute-Guided Extendable Robust Image GenerationAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Zohreh Azizi C.-C. Jay Kuo VLM DiffM GAN 235 9 0 01 Jun 2022
DefakeHop++: An Enhanced Lightweight Deepfake DetectorAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Hong-Shuo Chen Shuowen Hu Suya You C.-C. Jay Kuo 185 13 0 30 Apr 2022
3D-OAE: Occlusion Auto-Encoders for Self-Supervised Learning on Point CloudsIEEE International Conference on Robotics and Automation (ICRA), 2022 Junsheng Zhou Xin Wen Baorui Ma Yu-Shen Liu Yue Gao Yi Fang Zhizhong Han 3DPC 199 23 0 26 Mar 2022
On Supervised Feature Selection from High Dimensional Feature SpacesAPSIPA Transactions on Signal and Information Processing (TASIP), 2022 Yijing Yang Wei Wang Hongyu Fu C.-C. Jay Kuo 233 64 0 22 Mar 2022
PCRP: Unsupervised Point Cloud Object Retrieval and Pose EstimationInternational Conference on Information Photonics (ICIP), 2022 Pranav Kadam Qingyang Zhou Shan Liu C.-C. Jay Kuo 3DPC 140 10 0 16 Feb 2022
CP-Net: Contour-Perturbed Reconstruction Network for Self-Supervised Point Cloud LearningIEEE transactions on multimedia (IEEE TMM), 2022 Mingye Xu Yali Wang Zhipeng Zhou Hongbin Xu Yu Qiao 3DPC 152 17 0 20 Jan 2022
3D Intracranial Aneurysm Classification and Segmentation via Unsupervised Dual-branch LearningIEEE journal of biomedical and health informatics (IEEE JBHI), 2022 Di Shao Xuequan Lu Xiao Liu 3DPC 140 25 0 06 Jan 2022
A-PixelHop: A Green, Robust and Explainable Fake-Image Detector Yao Zhu Xinyu Wang Hong-Shuo Chen Ronald Salloum C.-C. Jay Kuo 220 21 0 07 Nov 2021
Geo-DefakeHop: High-Performance Geographic Fake Image Detection Hong-Shuo Chen Kaitai Zhang Shuowen Hu Suya You C.-C. Jay Kuo 160 19 0 19 Oct 2021
Unsupervised Contrastive Learning with Simple Transformation for 3D Point Cloud Data Jincen Jiang Xuequan Lu Wanli Ouyang Meiling Wang 3DPC 131 8 0 13 Oct 2021
GSIP: Green Semantic Segmentation of Large-Scale Indoor Point CloudsPattern Recognition Letters (PR), 2021 Min Zhang Pranav Kadam Shan Liu C.-C. Jay Kuo 3DPC 161 18 0 24 Sep 2021
PointManifoldCut: Point-wise Augmentation in the Manifold for Point Clouds Tianfang Zhu Yue Guan A. Li 3DPC 132 1 0 15 Sep 2021
LIF-Seg: LiDAR and Camera Image Fusion for 3D LiDAR Semantic Segmentation Lin Zhao Hui Zhou Xinge Zhu Xiao-yang Song Jiaming Song Wenbing Tao 134 103 0 17 Aug 2021
Bridging Gap between Image Pixels and Semantics via Supervision: A SurveyAPSIPA Transactions on Signal and Information Processing (TASIP), 2021 Jiali Duan C.-C. Jay Kuo 245 9 0 29 Jul 2021
Surrogate Model-Based Explainability Methods for Point Cloud NNsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Hanxiao Tan Helena Kotthaus 3DPC 165 34 0 28 Jul 2021
CarveNet: Carving Point-Block for Complex 3D Shape CompletionIEEE transactions on multimedia (IEEE Trans. Multimedia), 2021 Qing Guo Zhijie Wang Felix Juefei Xu Di Lin Lei Ma Wei Feng Yang Liu 3DPC 71 6 0 28 Jul 2021
Segmentation of Cardiac Structures via Successive Subspace Learning with Saab Transform from Cine MRIAnnual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2021 Xiaofeng Liu Fangxu Xing H. Gaggin Weichung Wang C.-C. Jay Kuo Xiaofeng Liu Jonghye Woo 114 13 0 22 Jul 2021
TGHop: An Explainable, Efficient and Lightweight Method for Texture GenerationAPSIPA Transactions on Signal and Information Processing (TASIP), 2021 Xuejing Lei Ganning Zhao Kaitai Zhang C.-C. Jay Kuo 99 16 0 08 Jul 2021
E-PixelHop: An Enhanced PixelHop Method for Object Classification Yijing Yang Vasileios Magoulianitis C.-C. Jay Kuo 117 14 0 07 Jul 2021
AnomalyHop: An SSL-based Image Anomaly Localization MethodVisual Communications and Image Processing (VCIP), 2021 Kaitai Zhang Bin Wang Wen Wang Fahad Sohrab Moncef Gabbouj C.-C. Jay Kuo 159 16 0 08 May 2021
R-PointHop: A Green, Accurate, and Unsupervised Point Cloud Registration MethodIEEE Transactions on Image Processing (TIP), 2021 Pranav Kadam Min Zhang Shan Liu C.-C. Jay Kuo 3DPC 87 68 0 15 Mar 2021
VoxelHop: Successive Subspace Learning for ALS Disease Classification Using Structural MRIIEEE journal of biomedical and health informatics (JBHI), 2021 Xiaofeng Liu Fangxu Xing Chao Yang C.-C. Jay Kuo S. Babu Xiaofeng Liu Thomas Jenkins Jonghye Woo 123 30 0 13 Jan 2021
Point Cloud Attribute Compression via Successive Subspace Graph TransformVisual Communications and Image Processing (VCIP), 2020 Yueru Chen Yiting Shao Jing Wang Ge Li C.-C. Jay Kuo 3DPC 76 10 0 29 Oct 2020
From Two-Class Linear Discriminant Analysis to Interpretable Multilayer Perceptron Design Ruiyuan Lin Zhiruo Zhou Suya You Raghuveer Rao C.-C. Jay Kuo 189 9 0 09 Sep 2020
Unsupervised Point Cloud Registration via Salient Points Analysis (SPA)Visual Communications and Image Processing (VCIP), 2020 Pranav Kadam Min Zhang Shan Liu C.-C. Jay Kuo 3DPC 95 24 0 02 Sep 2020
RSAC: Regularized Subspace Approximation Classifier for Lightweight Continuous Learning Chih-Hsing Ho Shang-Ho S. Tsai CLL 94 0 0 03 Jul 2020
PixelHop++: A Small Successive-Subspace-Learning-Based (SSL-based) Model for Image ClassificationInternational Conference on Information Photonics (ICIP), 2020 Yueru Chen Mozhdeh Rouhsedaghat Suya You Raghuveer Rao C.-C. Jay Kuo 114 73 0 08 Feb 2020