Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions

30 March 2020

Papers citing "Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions"

50 / 55 papers shown

Title
ZeroPS: High-quality Cross-modal Knowledge Transfer for Zero-Shot 3D Part Segmentation Yuheng Xue Nenglun Chen Jun Liu Wenyun Sun 3DPC 160 7 0 24 Feb 2025
Joint Supervised and Self-Supervised Learning for 3D Real-World Challenges A. Alliegro Davide Boscaini Tatiana Tommasi 3DPC SSL 48 42 0 15 Apr 2020
BSP-Net: Generating Compact Meshes via Binary Space Partitioning Zhiqin Chen Andrea Tagliasacchi Hao Zhang 83 309 0 16 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 233 2,380 0 11 Nov 2019
Unsupervised Multi-Task Feature Learning on Point Clouds Kaveh Hassani Mike Haley SSL 3DPC 157 194 0 18 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 64 169 0 08 Oct 2019
Learning Point Embeddings from Shape Repositories for Few-Shot Segmentation Gopal Sharma Francis Li Brendan Chwyl 3DPC 3DV 108 11 0 03 Oct 2019
CvxNet: Learnable Convex Decomposition Boyang Deng Kyle Genova S. Yazdani Sofien Bouaziz Geoffrey E. Hinton Andrea Tagliasacchi 51 254 0 12 Sep 2019
Large Scale Adversarial Representation Learning Jeff Donahue Karen Simonyan SSL 104 542 0 04 Jul 2019
PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows Guandao Yang Xun Huang Jinwei Gu Ming-Yuan Liu Serge J. Belongie Bharath Hariharan 3DPC 68 664 0 28 Jun 2019
Selfie: Self-supervised Pretraining for Image Embedding Trieu H. Trinh Minh-Thang Luong Quoc V. Le SSL 47 112 0 07 Jun 2019
Scaling and Benchmarking Self-Supervised Visual Representation Learning Priya Goyal D. Mahajan Abhinav Gupta Ishan Misra SSL 51 397 0 03 May 2019
MortonNet: Self-Supervised Learning of Local Features in 3D Point Clouds Ali K. Thabet Humam Alwassel Guohao Li 3DPC 68 28 0 30 Mar 2019
BAE-NET: Branched Autoencoder for Shape Co-Segmentation Zhiqin Chen K. Yin Matthew Fisher S. Chaudhuri Hao Zhang 57 138 0 27 Mar 2019
AdaCoSeg: Adaptive Shape Co-Segmentation with Group Consistency Loss Chenyang Zhu Kai Xu S. Chaudhuri L. Yi Leonidas Guibas Hao Zhang 3DPC 24 9 0 25 Mar 2019
Revisiting Self-Supervised Visual Representation Learning Alexander Kolesnikov Xiaohua Zhai Lucas Beyer SSL 122 716 0 25 Jan 2019
3D Point Capsule Networks Yongheng Zhao Tolga Birdal Haowen Deng Federico Tombari 3DPC 46 337 0 27 Dec 2018
Adaptive O-CNN: A Patch-based Deep Representation of 3D Shapes Peng-Shuai Wang Chun-Yu Sun Yang Liu Xin Tong 3DPC 3DV MedIm 56 121 0 21 Sep 2018
A Deeper Look at 3D Shape Classifiers Jong-Chyi Su Matheus Gadelha Rui Wang Subhransu Maji 3DPC 3DV 40 102 0 07 Sep 2018
Deep Clustering for Unsupervised Learning of Visual Features Mathilde Caron Piotr Bojanowski Armand Joulin Matthijs Douze SSL 78 1,878 0 15 Jul 2018
Multiresolution Tree Networks for 3D Point Cloud Processing Matheus Gadelha Rui Wang Subhransu Maji 3DV 3DPC 63 255 0 10 Jul 2018
Tangent Convolutions for Dense Prediction in 3D Maxim Tatarchenko Jaesik Park V. Koltun Qian-Yi Zhou 3DV 3DPC MDE 66 543 0 06 Jul 2018
Object-Aware Guidance for Autonomous Scene Reconstruction Ligang Liu Xi Xia Han Sun Qihui Shen Juzhan Xu Bin Chen Hui Huang Kai Xu 33 49 0 20 May 2018
Boosting Self-Supervised Learning via Knowledge Transfer M. Noroozi Ananth Vinjimoor Paolo Favaro Hamed Pirsiavash SSL 272 293 0 01 May 2018
Unsupervised Representation Learning by Predicting Image Rotations Spyros Gidaris Praveer Singh N. Komodakis OOD SSL DRL 202 3,272 0 21 Mar 2018
SO-Net: Self-Organizing Network for Point Cloud Analysis Jiaxin Li Ben M. Chen Gim Hee Lee 3DPC 64 936 0 12 Mar 2018
SPLATNet: Sparse Lattice Networks for Point Cloud Processing Hang Su Varun Jampani Deqing Sun Subhransu Maji E. Kalogerakis Ming-Hsuan Yang Jan Kautz 3DPC 48 750 0 22 Feb 2018
AtlasNet: A Papier-Mâché Approach to Learning 3D Surface Generation Thibault Groueix Matthew Fisher Vladimir G. Kim Bryan C. Russell Mathieu Aubry 3DV 121 1,181 0 15 Feb 2018
Dynamic Graph CNN for Learning on Point Clouds Yue Wang Yongbin Sun Ziwei Liu Sanjay E. Sarma M. Bronstein Justin Solomon GNN 3DPC 225 6,102 0 24 Jan 2018
Recurrent Pixel Embedding for Instance Grouping Shu Kong Charless C. Fowlkes 100 180 0 22 Dec 2017
Tags2Parts: Discovering Semantic Regions from Shape Tags Sanjeev Muralikrishnan Vladimir G. Kim S. Chaudhuri 59 24 0 22 Aug 2017
Transitive Invariance for Self-supervised Visual Representation Learning Xinyu Wang Kaiming He Abhinav Gupta OOD SSL 60 179 0 09 Aug 2017
Shape Generation using Spatially Partitioned Point Clouds Matheus Gadelha Subhransu Maji Rui Wang 3DPC 29 12 0 19 Jul 2017
Learning Representations and Generative Models for 3D Point Clouds Panos Achlioptas Olga Diamanti Ioannis Mitliagkas Leonidas Guibas 3DV 3DPC 64 88 0 08 Jul 2017
Learning Local Shape Descriptors from Part Correspondences With Multi-view Convolutional Networks Haibin Huang E. Kalogerakis S. Chaudhuri Duygu Ceylan Vladimir G. Kim Ersin Yumer 3DPC 52 134 0 14 Jun 2017
PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space C. Qi L. Yi Hao Su Leonidas Guibas 3DPC 3DV 288 11,000 0 07 Jun 2017
Learning Hierarchical Shape Segmentation and Labeling from Online Repositories L. Yi Leonidas Guibas Aaron Hertzmann Vladimir G. Kim Hao Su Ersin Yumer 3DPC 3DV 41 52 0 04 May 2017
Escape from Cells: Deep Kd-Networks for the Recognition of 3D Point Cloud Models Roman Klokov Victor Lempitsky 3DV 65 982 0 04 Apr 2017
Learning Features by Watching Objects Move Deepak Pathak Ross B. Girshick Piotr Dollár Trevor Darrell Bharath Hariharan SSL VOS OCL 60 523 0 19 Dec 2016
3D Shape Segmentation with Projective Convolutional Networks E. Kalogerakis Melinos Averkiou Subhransu Maji S. Chaudhuri 3DV 3DPC 73 362 0 08 Dec 2016
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 406 14,191 0 02 Dec 2016
Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction Richard Y. Zhang Phillip Isola Alexei A. Efros SSL DRL 54 667 0 29 Nov 2016
OctNet: Learning Deep 3D Representations at High Resolutions Gernot Riegler Ali O. Ulusoy Andreas Geiger 3DV 3DPC 169 1,478 0 15 Nov 2016
Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling Jiajun Wu Chengkai Zhang Tianfan Xue Bill Freeman J. Tenenbaum GAN 254 1,949 0 24 Oct 2016
Context Encoders: Feature Learning by Inpainting Deepak Pathak Philipp Krahenbuhl Jeff Donahue Trevor Darrell Alexei A. Efros SSL 48 5,277 0 25 Apr 2016
VConv-DAE: Deep Volumetric Shape Learning Without Object Labels Abhishek Sharma O. Grau Mario Fritz 3DPC 51 279 0 13 Apr 2016
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 138 2,973 0 30 Mar 2016
Colorful Image Colorization Richard Y. Zhang Phillip Isola Alexei A. Efros 115 3,527 0 28 Mar 2016
Learning Representations for Automatic Colorization Gustav Larsson Michael Maire Gregory Shakhnarovich VLM SSL 71 1,012 0 22 Mar 2016
ShapeNet: An Information-Rich 3D Model Repository Angel X. Chang Thomas Funkhouser Leonidas Guibas Pat Hanrahan Qi-Xing Huang ... Shuran Song Hao Su Jianxiong Xiao L. Yi Feng Yu 3DV 92 5,482 0 09 Dec 2015