paper-with-me

Point Cloud Classification 벤치마크

Point Cloud Classification on PointCloud-C

24개 결과 · ⬇ CSV · JSON

mean Corruption Error (mCE) 낮을수록 좋음

0.455 0.6967 0.9385 1.18 1.422 2016-12 2026-11 PointNet — 1.422 (2016-12-02) DGCNN — 1.0 (2018-01-24) RSCNN — 1.13 (2019-04-16) PointMixUp (PointNet++) — 1.028 (2020-08-14) OcCo-DGCNN — 1.047 (2020-10-02) PCT — 0.925 (2020-12-17) GDANet — 0.892 (2020-12-20) RSMix (DGCNN) — 0.745 (2021-02-03) PAConv — 1.104 (2021-03-26) CurveNet — 0.927 (2021-05-04) SimpleView — 1.047 (2021-06-09) PointWOLF (DGCNN) — 0.814 (2021-10-11) WOLFMix (GDANet) — 0.571 (2022-02-07) WOLFMix (DGCNN) — 0.59 (2022-02-07) WOLFMix (RPC) — 0.601 (2022-02-07) RPC — 0.863 (2022-02-07) WOLFMix (PointNet) — 1.18 (2022-02-07) EPiC (PCT+WOLFMix) — 0.51 (2023-03-20) EPiC (DGCNN+WOLFMix) — 0.529 (2023-03-20) EPiC(GDANet+WOLFMix) — 0.53 (2023-03-20) Critical Points++&EPiC(RPC) — 0.476 (2023-08-10) Critical Points++&EPiC(DGCNN) — 0.484 (2023-08-10) Critical Points++&EPiC(GDANet) — 0.493 (2023-08-10) BeyondRPC — 0.455 (2025-06-15) PointNet — 1.422 (2016-12-02) DGCNN — 1.0 (2018-01-24) PCT — 0.925 (2020-12-17) GDANet — 0.892 (2020-12-20) RSMix (DGCNN) — 0.745 (2021-02-03) WOLFMix (GDANet) — 0.571 (2022-02-07) EPiC (PCT+WOLFMix) — 0.51 (2023-03-20) Critical Points++&EPiC(RPC) — 0.476 (2023-08-10) BeyondRPC — 0.455 (2025-06-15)
RankModel mean Corruption Error (mCE) PaperCodeYear
1 BeyondRPC 0.455 BeyondRPC: A Contrastive and Augmentation-Driven Framework for Robust Point Cloud Understanding virgantara/BeyondRPC 2025
2 Critical Points++&EPiC(RPC) 0.476 Robustifying Point Cloud Networks by Refocusing yossilevii100/refocusing · yossilevii100/critical_points2 2023
3 Critical Points++&EPiC(DGCNN) 0.484 Robustifying Point Cloud Networks by Refocusing yossilevii100/refocusing · yossilevii100/critical_points2 2023
4 Critical Points++&EPiC(GDANet) 0.493 Robustifying Point Cloud Networks by Refocusing yossilevii100/refocusing · yossilevii100/critical_points2 2023
5 EPiC (PCT+WOLFMix) 0.510 EPiC: Ensemble of Partial Point Clouds for Robust Classification yossilevii100/EPiC 2023
6 EPiC (DGCNN+WOLFMix) 0.529 EPiC: Ensemble of Partial Point Clouds for Robust Classification yossilevii100/EPiC 2023
7 EPiC(GDANet+WOLFMix) 0.530 EPiC: Ensemble of Partial Point Clouds for Robust Classification yossilevii100/EPiC 2023
8 WOLFMix (GDANet) 0.571 Benchmarking and Analyzing Point Cloud Classification under Corruptions ldkong1205/PointCloud-C · jiawei-ren/modelnetc · yossilevii100/refocusing · +1 2022
9 WOLFMix (DGCNN) 0.590 Benchmarking and Analyzing Point Cloud Classification under Corruptions ldkong1205/PointCloud-C · jiawei-ren/modelnetc · yossilevii100/refocusing · +1 2022
10 WOLFMix (RPC) 0.601 Benchmarking and Analyzing Point Cloud Classification under Corruptions ldkong1205/PointCloud-C · jiawei-ren/modelnetc · yossilevii100/refocusing · +1 2022
11 RSMix (DGCNN) 0.745 Regularization Strategy for Point Cloud via Rigidly Mixed Sample dogyoonlee/RSMix-official 2021
12 PointWOLF (DGCNN) 0.814 Point Cloud Augmentation with Weighted Local Transformations mlvlab/pointwolf 2021
13 RPC 0.863 Benchmarking and Analyzing Point Cloud Classification under Corruptions ldkong1205/PointCloud-C · jiawei-ren/modelnetc · yossilevii100/refocusing · +1 2022
14 GDANet 0.892 Learning Geometry-Disentangled Representation for Complementary Understanding of 3D Object Point Cloud mutianxu/GDANet · yossilevii100/refocusing · yossilevii100/critical_points2 2020
15 PCT 0.925 PCT: Point cloud transformer qq456cvb/Point-Transformers · MenghaoGuo/PCT · Strawberry-Eat-Mango/PCT_Pytorch · +8 2020
16 CurveNet 0.927 Walk in the Cloud: Learning Curves for Point Clouds Shape Analysis vinits5/learning3d · tiangexiang/CurveNet · RF5/CurveNet 2021
17 DGCNN 1.000 Dynamic Graph CNN for Learning on Point Clouds WangYueFt/dgcnn · vinits5/learning3d · AnTao97/dgcnn.pytorch · +18 2018
18 PointMixUp (PointNet++) 1.028 PointMixup: Augmentation for Point Clouds yunlu-chen/PointMixup 2020
19 SimpleView 1.047 Revisiting Point Cloud Shape Classification with a Simple and Effective Baseline jiachens/ModelNet40-C · princeton-vl/SimpleView · axeber01/point-tnt 2021
19 OcCo-DGCNN 1.047 Unsupervised Point Cloud Pre-Training via Occlusion Completion hansen7/OcCo 2020
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