10-shot image generation on S3DIS Area5

Metric: mIoU (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	Sonata + PTv3	76	Yes	Sonata: Self-Supervised Learning of Reliable Poi...	2025-03-20	Code
2	OmniVec	75.9	Yes	OmniVec: Learning robust representations with cr...	2023-11-07	-
3	D-DITR	75	Yes	DINO in the Room: Leveraging 2D Foundation Model...	2025-03-24	Code
4	PTv3 + PPT	74.7	Yes	Point Transformer V3: Simpler, Faster, Stronger	2023-12-15	Code
5	Swin3D-L	74.5	Yes	Swin3D: A Pretrained Transformer Backbone for 3D...	2023-04-14	Code
6	DeLA	74.1	No	Decoupled Local Aggregation for Point Cloud Lear...	2023-08-31	Code
7	DITR	74.1	No	DINO in the Room: Leveraging 2D Foundation Model...	2025-03-24	Code
8	Ours	73.6	No	-	-	-
9	ConDaFormer	73.5	No	ConDaFormer: Disassembled Transformer with Local...	2023-12-18	Code
10	LPFP(Point Transformer*)	73.5	No	-	-	Code
11	KPConvX-L	73.5	No	KPConvX: Modernizing Kernel Point Convolution wi...	2024-05-21	Code
12	Pamba	73.5	No	Pamba: Enhancing Global Interaction in Point Clo...	2024-06-25	-
13	SPG(PTv2)	73.3	No	Subspace Prototype Guidance for Mitigating Class...	2024-08-20	Code
14	PonderV2 + SparseUNet	73.2	Yes	PonderV2: Pave the Way for 3D Foundation Model w...	2023-10-12	Code
15	PointHR	73.2	No	PointHR: Exploring High-Resolution Architectures...	2023-10-11	Code
16	PPT + SparseUNet	72.7	Yes	Towards Large-scale 3D Representation Learning w...	2023-08-18	Code
17	SAT (FAT)	72.6	No	SAT: Size-Aware Transformer for 3D Point Cloud S...	2023-01-17	-
18	PTv2	72.6	No	Point Transformer V2: Grouped Vector Attention a...	2022-10-11	Code
19	PT + ERDA	72.6	No	-	-	-
20	PointVector-XL	72.3	No	PointVector: A Vector Representation In Point Cl...	2022-05-21	Code
21	WindowNorm+StratifiedTransformer	72.2	No	Window Normalization: Enhancing Point Cloud Unde...	2022-12-05	Code
22	Diffusion Unit	72.2	No	Diffusion Unit: Interpretable Edge Enhancement a...	2022-09-20	Code
23	CSC+MinkUNet	72.2	Yes	Exploring Data-Efficient 3D Scene Understanding ...	2020-12-16	Code
24	StratifiedTransformer	72	No	Stratified Transformer for 3D Point Cloud Segmen...	2022-03-28	Code
25	PointTransformer+CBL	71.6	No	Contrastive Boundary Learning for Point Cloud Se...	2022-03-10	Code
26	WindowNorm+PointTransformer	71.4	No	Window Normalization: Enhancing Point Cloud Unde...	2022-12-05	Code
27	PointMixer	71.4	No	PointMixer: MLP-Mixer for Point Cloud Understand...	2021-11-22	Code
28	PointNeXt	71.1	No	PointNeXt: Revisiting PointNet++ with Improved T...	2022-06-09	Code
29	SPoTr	70.8	No	Self-positioning Point-based Transformer for Poi...	2023-03-29	Code
30	Serialized Piont Mamba	70.6	No	Serialized Point Mamba: A Serialized Point Cloud...	2024-07-17	-
31	PointTransformer	70.4	No	Point Transformer	2020-12-16	Code
32	LCPFormer	70.2	No	LCPFormer: Towards Effective 3D Point Cloud Anal...	2022-10-23	Code
33	GeomGCNN	69.4	No	Exploiting Local Geometry for Feature and Graph ...	2021-03-28	-
34	Superpoint Transformer	68.9	No	Efficient 3D Semantic Segmentation with Superpoi...	2023-06-13	Code
35	RepSurf-U	68.9	No	Surface Representation for Point Clouds	2022-05-11	Code
36	CGA-Net	68.6	No	-	-	Code
37	SuperCluster	68.1	No	Scalable 3D Panoptic Segmentation As Superpoint ...	2024-01-12	Code
38	MKConv	67.7	No	MKConv: Multidimensional Feature Representation ...	2021-07-27	-
39	PatchFormer	67.3	No	PatchFormer: An Efficient Point Transformer with...	2021-10-30	-
40	FusionNet	67.2	No	-	-	-
41	KPConv	67.1	No	KPConv: Flexible and Deformable Convolution for ...	2019-04-18	Code
42	ASSANet	66.8	No	ASSANet: An Anisotropic Separable Set Abstractio...	2021-10-20	Code
43	BAAF-Net	65.4	No	Semantic Segmentation for Real Point Cloud Scene...	2021-03-12	Code
44	MinkowskiNet	65.4	No	4D Spatio-Temporal ConvNets: Minkowski Convoluti...	2019-04-18	Code
45	VMVF	65.38	No	Virtual Multi-view Fusion for 3D Semantic Segmen...	2020-07-26	Code
46	SCF-Net	63.7	No	-	-	Code
47	MuG-Net	63.5	No	Multi-Resolution Graph Neural Network for Large-...	2020-09-18	Code
48	HPEIN	61.85	No	Hierarchical Point-Edge Interaction Network for ...	2019-09-23	-
49	SSP+SPG	61.7	No	Point Cloud Oversegmentation with Graph-Structur...	2019-04-03	Code
50	DPC	61.28	No	Dilated Point Convolutions: On the Receptive Fie...	2019-07-28	Code
51	SPG	58.04	No	Large-scale Point Cloud Semantic Segmentation wi...	2017-11-27	Code
52	PointCNN	57.3	No	Point Transformer	2020-12-16	Code
53	DeepGCN	52.49	No	DeepGCNs: Making GCNs Go as Deep as CNNs	2019-10-15	Code
54	SegCloud	48.9	No	SEGCloud: Semantic Segmentation of 3D Point Clouds	2017-10-20	-
55	PointNet	41.1	No	Point Transformer	2020-12-16	Code