OpenCodePapers

3d-semantic-segmentation-on-scannet200

Semantic Segmentation3D Semantic Segmentation
Dataset Link
Results over time
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PaperCodeval mIoUtest mIoUModelNameReleaseDate
DINO in the Room: Leveraging 2D Foundation Models for 3D Segmentation✓ Link41.244.9DITR2025-03-24
ODIN: A Single Model for 2D and 3D Segmentation✓ Link40.536.8ODIN2024-01-04
ARKit LabelMaker: A New Scale for Indoor 3D Scene Understanding✓ Link40.341.4PTv3 ArKitLabelmaker2024-10-17
BFANet: Revisiting 3D Semantic Segmentation with Boundary Feature Analysis✓ Link37.336.0BFANet2025-03-16
Sonata: Self-Supervised Learning of Reliable Point Representations✓ Link36.8Sonata + PTv32025-03-20
Pamba: Enhancing Global Interaction in Point Clouds via State Space Model36.337.1Pamba2024-06-25
Point Transformer V3: Simpler, Faster, Stronger✓ Link36.039.3PTv3 + PPT2023-12-15
OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation✓ Link33.332.3OA-CNNs2024-03-21
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels✓ Link33.1LSK3DNet2024-03-22
OctFormer: Octree-based Transformers for 3D Point Clouds✓ Link32.632.5OctFormer2023-05-04
PonderV2: Pave the Way for 3D Foundation Model with A Universal Pre-training Paradigm✓ Link32.334.6PonderV2 + SparseUNet2023-10-12
Towards Large-scale 3D Representation Learning with Multi-dataset Point Prompt Training✓ Link31.933.2PPT+SparseUNet2023-08-18
OneFormer3D: One Transformer for Unified Point Cloud Segmentation✓ Link30.1OneFormer3D2023-11-24
Language-Grounded Indoor 3D Semantic Segmentation in the Wild✓ Link28.827.2LGround2022-04-16
Exploring Data-Efficient 3D Scene Understanding with Contrastive Scene Contexts✓ Link26.424.9CSC2020-12-16
4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks✓ Link25.025.3MinkUNet2019-04-18