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3D Point Cloud Classification 벤치마크

3D Point Cloud Classification on ModelNet40-C

39개 결과 · ⬇ CSV · JSON

Error Rate 낮을수록 좋음

0.142 0.1772 0.2125 0.2477 0.283 2016-12 2026-11 PointNet — 0.283 (2016-12-02) PointNet — 0.283 (2016-12-02) PointNet — 0.283 (2016-12-02) PointNet++ — 0.236 (2017-06-07) PointNet++ — 0.236 (2017-06-07) PointNet++ — 0.236 (2017-06-07) DGCNN — 0.259 (2018-01-24) DGCNN — 0.259 (2018-01-24) DGCNN — 0.259 (2018-01-24) RSCNN — 0.262 (2019-04-16) RSCNN — 0.262 (2019-04-16) RSCNN — 0.262 (2019-04-16) PointNet++/+PointMixup — 0.193 (2020-08-14) PointNet++/+PointMixup — 0.193 (2020-08-14) PointNet++/+PointMixup — 0.193 (2020-08-14) PCT — 0.255 (2020-12-17) PCT — 0.255 (2020-12-17) PCT — 0.255 (2020-12-17) SimpleView — 0.271 (2021-01-01) SimpleView — 0.271 (2021-01-01) SimpleView — 0.271 (2021-01-01) DGCNN+PointCutMix-R — 0.173 (2021-01-05) PointNet++/+PointCutMix-R — 0.191 (2021-01-05) DGCNN+PointCutMix-R — 0.173 (2021-01-05) PointNet++/+PointCutMix-R — 0.191 (2021-01-05) DGCNN+PointCutMix-R — 0.173 (2021-01-05) PointNet++/+PointCutMix-R — 0.191 (2021-01-05) PCT+RSMix — 0.173 (2021-02-03) PCT+RSMix — 0.173 (2021-02-03) PCT+RSMix — 0.173 (2021-02-03) PCT+PointCutMix-R — 0.163 (2022-01-28) PCT+PointCutMix-R — 0.163 (2022-01-28) PCT+PointCutMix-R — 0.163 (2022-01-28) OmniVec — 0.156 (2023-11-07) OmniVec — 0.156 (2023-11-07) OmniVec — 0.156 (2023-11-07) OmniVec2 — 0.142 (2024-01-01) OmniVec2 — 0.142 (2024-01-01) OmniVec2 — 0.142 (2024-01-01) PointNet — 0.283 (2016-12-02) PointNet++ — 0.236 (2017-06-07) PointNet++/+PointMixup — 0.193 (2020-08-14) DGCNN+PointCutMix-R — 0.173 (2021-01-05) PCT+PointCutMix-R — 0.163 (2022-01-28) OmniVec — 0.156 (2023-11-07) OmniVec2 — 0.142 (2024-01-01)
RankModel Error Rate Extra Training Data PaperCodeYear
1 OmniVec2 0.142 ✓ OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning 2024
2 OmniVec 0.156 ✓ OmniVec: Learning robust representations with cross modal sharing 2023
3 PCT+PointCutMix-R 0.163 Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions jiachens/ModelNet40-C · tiangexiang/CurveNet · dogyoonlee/RSMix · +3 2022
4 PCT+RSMix 0.173 Regularization Strategy for Point Cloud via Rigidly Mixed Sample dogyoonlee/RSMix-official 2021
4 DGCNN+PointCutMix-R 0.173 PointCutMix: Regularization Strategy for Point Cloud Classification jiachens/ModelNet40-C · cuge1995/PointCutMix 2021
6 PointNet++/+PointCutMix-R 0.191 PointCutMix: Regularization Strategy for Point Cloud Classification jiachens/ModelNet40-C · cuge1995/PointCutMix 2021
7 PointNet++/+PointMixup 0.193 PointMixup: Augmentation for Point Clouds yunlu-chen/PointMixup 2020
8 PointNet++ 0.236 PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space yanx27/Pointnet_Pointnet2_pytorch · charlesq34/pointnet2 · facebookresearch/votenet · +65 2017
9 PCT 0.255 PCT: Point cloud transformer qq456cvb/Point-Transformers · MenghaoGuo/PCT · Strawberry-Eat-Mango/PCT_Pytorch · +8 2020
10 DGCNN 0.259 Dynamic Graph CNN for Learning on Point Clouds WangYueFt/dgcnn · vinits5/learning3d · AnTao97/dgcnn.pytorch · +18 2018
11 RSCNN 0.262 Relation-Shape Convolutional Neural Network for Point Cloud Analysis Yochengliu/Relation-Shape-CNN · princeton-vl/SimpleView · sausagecy/RSCNN_Pytorch1.0 · +1 2019
12 SimpleView 0.271 Revisiting Point Cloud Classification with a Simple and Effective Baseline princeton-vl/SimpleView · IsaacCorley/simpleview-pytorch 2021
13 PointNet 0.283 PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation charlesq34/pointnet · fxia22/pointnet.pytorch · WangYueFt/dgcnn · +107 2016
14 OmniVec2 0.142 ✓ OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning 2024
15 OmniVec 0.156 ✓ OmniVec: Learning robust representations with cross modal sharing 2023
16 PCT+PointCutMix-R 0.163 Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions jiachens/ModelNet40-C · tiangexiang/CurveNet · dogyoonlee/RSMix · +3 2022
17 PCT+RSMix 0.173 Regularization Strategy for Point Cloud via Rigidly Mixed Sample dogyoonlee/RSMix-official 2021
17 DGCNN+PointCutMix-R 0.173 PointCutMix: Regularization Strategy for Point Cloud Classification jiachens/ModelNet40-C · cuge1995/PointCutMix 2021
19 PointNet++/+PointCutMix-R 0.191 PointCutMix: Regularization Strategy for Point Cloud Classification jiachens/ModelNet40-C · cuge1995/PointCutMix 2021
20 PointNet++/+PointMixup 0.193 PointMixup: Augmentation for Point Clouds yunlu-chen/PointMixup 2020
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