ML Research Wiki / Benchmarks / 3D Instance Segmentation / STPLS3D

STPLS3D

3D Instance Segmentation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: AP

Top Performing Models

Rank Model Paper AP Date Code
1 Mask3D Mask3D: Mask Transformer for 3D Semantic Instance Segmentation 57.30 2022-10-06 📦 jonasschult/mask3d
2 TD3D Top-Down Beats Bottom-Up in 3D Instance Segmentation 54.30 2023-02-06 -
3 Spherical Mask Spherical Mask: Coarse-to-Fine 3D Point Cloud Instance Segmentation with Spherical Representation 52.20 2023-12-18 📦 yunshin/SphericalMask
4 ISBNet ISBNet: a 3D Point Cloud Instance Segmentation Network with Instance-aware Sampling and Box-aware Dynamic Convolution 49.20 2023-03-01 📦 VinAIResearch/ISBNet 📦 yunshin/SphericalMask
5 SoftGroup SoftGroup for 3D Instance Segmentation on Point Clouds 47.30 2022-03-03 📦 thangvubk/softgroup
6 SoftGroup++ Scalable SoftGroup for 3D Instance Segmentation on Point Clouds 46.50 2022-09-17 📦 thangvubk/softgroup
7 HAIS Hierarchical Aggregation for 3D Instance Segmentation 35.10 2021-08-05 📦 hustvl/HAIS
8 PointGroup PointGroup: Dual-Set Point Grouping for 3D Instance Segmentation 23.30 2020-04-03 📦 Pointcept/Pointcept 📦 dvlab-research/pointgroup 📦 3dlg-hcvc/M3DRef-CLIP 📦 atharvmane/ges3vig

All Papers (8)

jonasschult/mask3d
yunshin/SphericalMask
VinAIResearch/ISBNet yunshin/SphericalMask
thangvubk/softgroup
thangvubk/softgroup
hustvl/HAIS
Pointcept/Pointcept dvlab-research/pointgroup