Semantic Segmentation on ShapeNet-Part

Metric: Class Average IoU (higher is better)

LeaderboardDataset

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#	Model↕	Class Average IoU▼	Extra Data	Paper	Date↕	Code
1	Feature Geometric Net (FG-Net)	87.7	No	FG-Net: Fast Large-Scale LiDAR Point Clouds Unde...	2020-12-17	Code
2	3D-JEPA	86.41	Yes	3D-JEPA: A Joint Embedding Predictive Architectu...	2024-09-24	-
3	Point-JEPA	85.8	Yes	Point-JEPA: A Joint Embedding Predictive Archite...	2024-04-25	Code
4	AVS-Net	85.7	No	AVS-Net: Point Sampling with Adaptive Voxel Size...	2024-02-27	Code
5	AGCN	85.7	No	-	-	Code
6	SPoTr	85.4	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
7	PointNeXt	85.2	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
8	Diffusion Unit	85.2	No	Diffusion Unit: Interpretable Edge Enhancement a...	2022-09-20	Code
9	PointMLP+TAP	85.2	No	Take-A-Photo: 3D-to-2D Generative Pre-training o...	2023-07-27	Code
10	OTMae3D	85.1	Yes	-	-	Code
11	KPConv	85.1	No	KPConv: Flexible and Deformable Convolution for ...	2019-04-18	Code
12	AdaCrossNet	85.1	No	-	-	Code
13	GDANet	85	No	Learning Geometry-Disentangled Representation fo...	2020-12-20	Code
14	Spherical Kernel	84.9	No	Spherical Kernel for Efficient Graph Convolution...	2019-09-20	Code
15	PointGPT	84.8	Yes	-	-	-
16	point2vec	84.6	Yes	Point2Vec for Self-Supervised Representation Lea...	2023-03-29	Code
17	PointCNN	84.6	No	PointCNN: Convolution On $\mathcal{X}$-Transform...	2018-01-23	Code
18	DensePoint	84.2	No	DensePoint: Learning Densely Contextual Represen...	2019-09-09	Code
19	PartNet	84.1	No	PartNet: A Recursive Part Decomposition Network ...	2019-03-02	-
20	InterpCNN	84	No	Interpolated Convolutional Networks for 3D Point...	2019-08-13	-
21	DSPoint	83.9	No	DSPoint: Dual-scale Point Cloud Recognition with...	2021-11-19	Code
22	PointTransformer	83.7	No	Point Transformer	2020-12-16	Code
23	DRNet	83.7	No	Dense-Resolution Network for Point Cloud Classif...	2020-05-14	Code
24	APES (global_based downsample)	83.7	No	Attention-based Point Cloud Edge Sampling	2023-02-28	Code
25	Ps-CNN	83.4	No	Octree guided CNN with Spherical Kernels for 3D ...	2019-02-28	-
26	ConvPoint	83.4	No	ConvPoint: Continuous Convolutions for Point Clo...	2019-04-04	Code
27	ODFNet	83.3	No	ODFNet: Using orientation distribution functions...	2020-12-08	Code
28	APES (local_based downsample)	83.1	No	Attention-based Point Cloud Edge Sampling	2023-02-28	Code
29	PointConv	82.8	No	PointConv: Deep Convolutional Networks on 3D Poi...	2018-11-17	Code
30	SFCNN	82.7	No	-	-	-
31	Point-PlaneNet	82.5	No	-	-	Code
32	SpiderCNN	82.4	No	SpiderCNN: Deep Learning on Point Sets with Para...	2018-03-30	Code
33	PointGrid	82.2	No	-	-	Code
34	SRN	82.2	No	-	-	-
35	3D-GCN	82.1	No	-	-	Code
36	PointNet++ (ssg) + JM3D	82.1	No	Beyond First Impressions: Integrating Joint Mult...	2023-08-06	Code
37	SSCNN	82	No	SyncSpecCNN: Synchronized Spectral CNN for 3D Sh...	2016-12-02	-
38	SPLATNet 3D	82	No	SPLATNet: Sparse Lattice Networks for Point Clou...	2018-02-22	Code
39	PointNet++	81.9	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
40	Kd-net	77.4	No	Escape from Cells: Deep Kd-Networks for the Reco...	2017-04-04	Code