Semantic Segmentation on ShapeNet-Part

Metric: Instance Average IoU (higher is better)

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#	Model↕	Instance Average IoU▼	Extra Data	Paper	Date↕	Code
1	GeomGCNN	89.1	No	Exploiting Local Geometry for Feature and Graph ...	2021-03-28	-
2	Ours	88.1	No	-	-	-
3	AVS-Net	87.3	No	AVS-Net: Point Sampling with Adaptive Voxel Size...	2024-02-27	Code
4	SPoTr	87.2	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
5	PointNeXt	87.1	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
6	Diffusion Unit	87.1	No	Diffusion Unit: Interpretable Edge Enhancement a...	2022-09-20	Code
7	CurveNet+GAM	87	No	-	-	-
8	AGCN	86.9	No	-	-	Code
9	PointMLP+TAP	86.9	No	Take-A-Photo: 3D-to-2D Generative Pre-training o...	2023-07-27	Code
10	DeltaConv (U-ResNet)	86.9	No	DeltaConv: Anisotropic Operators for Geometric D...	2021-11-16	Code
11	PointVector-S(C=64)	86.9	No	PointVector: A Vector Representation In Point Cl...	2022-05-21	Code
12	OTMae3D	86.8	Yes	-	-	Code
13	Spherical Kernel	86.8	No	Spherical Kernel for Efficient Graph Convolution...	2019-09-20	Code
14	Ps-CNN	86.8	No	Octree guided CNN with Spherical Kernels for 3D ...	2019-02-28	-
15	CurveNet	86.8	No	Walk in the Cloud: Learning Curves for Point Clo...	2021-05-04	Code
16	MKConv	86.7	No	MKConv: Multidimensional Feature Representation ...	2021-07-27	-
17	Feature Geometric Net (FG-Net)	86.6	No	FG-Net: Fast Large-Scale LiDAR Point Clouds Unde...	2020-12-17	Code
18	PointGPT	86.6	Yes	-	-	-
19	PointTransformer	86.6	No	Point Transformer	2020-12-16	Code
20	DeltaNet	86.6	No	DeltaConv: Anisotropic Operators for Geometric D...	2021-11-16	Code
21	GDANet	86.5	No	Learning Geometry-Disentangled Representation fo...	2020-12-20	Code
22	ODFNet	86.5	No	ODFNet: Using orientation distribution functions...	2020-12-08	Code
23	Point Voxel Transformer	86.5	No	PVT: Point-Voxel Transformer for Point Cloud Lea...	2021-08-13	Code
24	P2P	86.5	No	P2P: Tuning Pre-trained Image Models for Point C...	2022-08-04	Code
25	KPConv	86.4	No	KPConv: Flexible and Deformable Convolution for ...	2019-04-18	Code
26	DensePoint	86.4	No	DensePoint: Learning Densely Contextual Represen...	2019-09-09	Code
27	DRNet	86.4	No	Dense-Resolution Network for Point Cloud Classif...	2020-05-14	Code
28	PointGrid	86.4	No	-	-	Code
29	Point Cloud Transformer	86.4	No	PCT: Point cloud transformer	2020-12-17	Code
30	point2vec	86.3	Yes	Point2Vec for Self-Supervised Representation Lea...	2023-03-29	Code
31	InterpCNN	86.3	No	Interpolated Convolutional Networks for 3D Point...	2019-08-13	-
32	PVCNN volumetric	86.2	No	Point-Voxel CNN for Efficient 3D Deep Learning	2019-07-08	Code
33	RS-CNN	86.2	No	Relation-Shape Convolutional Neural Network for ...	2019-04-16	Code
34	Ours	86.2	No	Exploiting Inductive Bias in Transformer for Poi...	2023-04-27	Code
35	PointCNN	86.14	No	PointCNN: Convolution On $\mathcal{X}$-Transform...	2018-01-23	Code
36	ASSANet	86.1	No	ASSANet: An Anisotropic Separable Set Abstractio...	2021-10-20	Code
37	SSCN	86	No	Submanifold Sparse Convolutional Networks	2017-06-05	Code
38	Point Transformer	85.9	No	Point Transformer	2020-11-02	Code
39	DSPoint	85.8	No	DSPoint: Dual-scale Point Cloud Recognition with...	2021-11-19	Code
40	APES (global_based downsample)	85.8	No	Attention-based Point Cloud Edge Sampling	2023-02-28	Code
41	ConvPoint	85.8	No	ConvPoint: Continuous Convolutions for Point Clo...	2019-04-04	Code
42	SGPN	85.8	No	SGPN: Similarity Group Proposal Network for 3D P...	2017-11-23	Code
43	PointConv	85.7	No	PointConv: Deep Convolutional Networks on 3D Poi...	2018-11-17	Code
44	PointNet++ + SageMix	85.7	No	SageMix: Saliency-Guided Mixup for Point Clouds	2022-10-13	Code
45	APES (local_based downsample)	85.6	No	Attention-based Point Cloud Edge Sampling	2023-02-28	Code
46	DGCNN + MD	85.5	No	Self-supervised Point Cloud Representation Learn...	2021-09-01	Code
47	SFCNN	85.4	No	-	-	-
48	DGCNN + SageMix	85.4	No	SageMix: Saliency-Guided Mixup for Point Clouds	2022-10-13	Code
49	SpiderCNN	85.3	No	SpiderCNN: Deep Learning on Point Sets with Para...	2018-03-30	Code
50	SRN	85.3	No	-	-	-
51	DGCNN	85.2	No	Dynamic Graph CNN for Learning on Point Clouds	2018-01-24	Code
52	P2Sequence	85.2	No	Point2Sequence: Learning the Shape Representatio...	2018-11-06	-
53	Point-PlaneNet	85.1	No	-	-	Code
54	3D-GCN	85.1	No	-	-	Code
55	PointNet++	85.1	No	PointNet++: Deep Hierarchical Feature Learning o...	2017-06-07	Code
56	3D-JEPA	84.93	Yes	3D-JEPA: A Joint Embedding Predictive Architectu...	2024-09-24	-
57	SO-Net	84.9	No	SO-Net: Self-Organizing Network for Point Cloud ...	2018-03-12	Code
58	SSCNN	84.7	No	SyncSpecCNN: Synchronized Spectral CNN for 3D Sh...	2016-12-02	-
59	SPLATNet 3D	84.6	No	SPLATNet: Sparse Lattice Networks for Point Clou...	2018-02-22	Code
60	3D-UNet [Cicek:2016un]	84.6	No	3D U-Net: Learning Dense Volumetric Segmentation...	2016-06-21	Code
61	3DmFV-Net	84.3	No	3D Point Cloud Classification and Segmentation u...	2017-11-22	Code
62	Point-JEPA	83.9	Yes	Point-JEPA: A Joint Embedding Predictive Archite...	2024-04-25	Code
63	PointNet	83.7	No	PointNet: Deep Learning on Point Sets for 3D Cla...	2016-12-02	Code
64	Kd-net	82.3	No	Escape from Cells: Deep Kd-Networks for the Reco...	2017-04-04	Code