ScanNet

Dataset Information
Modalities
Images, RGB-D
Introduced
2017
License
Homepage

Overview

ScanNet is an instance-level indoor RGB-D dataset that includes both 2D and 3D data. It is a collection of labeled voxels rather than points or objects. Up to now, ScanNet v2, the newest version of ScanNet, has collected 1513 annotated scans with an approximate 90% surface coverage. In the semantic segmentation task, this dataset is marked in 20 classes of annotated 3D voxelized objects.

Source: A Review of Point Cloud Semantic Segmentation
Image Source: http://www.scan-net.org/

Variants: ScanNet, ScanNetV1, ScanNetV2, ScanNet(v2)

Associated Benchmarks

This dataset is used in 7 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Semantic Segmentation DITR DINO in the Room: Leveraging … 2025-03-24
Semantic Segmentation Sonata + PTv3 Sonata: Self-Supervised Learning of Reliable … 2025-03-20
Semantic Segmentation BFANet BFANet: Revisiting 3D Semantic Segmentation … 2025-03-16
Semantic Segmentation PTv3 ARKit LabelMaker ARKit LabelMaker: A New Scale … 2024-10-17
Semantic Segmentation Serialized Piont Mamba Serialized Point Mamba: A Serialized … 2024-07-17
Semantic Segmentation Pamba Pamba: Enhancing Global Interaction in … 2024-06-25
Semantic Segmentation KPConvX-L KPConvX: Modernizing Kernel Point Convolution … 2024-05-21
Semantic Segmentation LSK3DNet LSK3DNet: Towards Effective and Efficient … 2024-03-22
Semantic Segmentation OA-CNNs OA-CNNs: Omni-Adaptive Sparse CNNs for … 2024-03-21
Semantic Segmentation AVS-Net AVS-Net: Point Sampling with Adaptive … 2024-02-27
Panoptic Segmentation SuperCluster Scalable 3D Panoptic Segmentation As … 2024-01-12
Semantic Segmentation ODIN ODIN: A Single Model for … 2024-01-04
Semantic Segmentation PTv3 + PPT Point Transformer V3: Simpler, Faster, … 2023-12-15
Semantic Segmentation OneFormer3D OneFormer3D: One Transformer for Unified … 2023-11-24
Panoptic Segmentation OneFormer3D OneFormer3D: One Transformer for Unified … 2023-11-24
Semantic Segmentation PonderV2 + SparseUNet PonderV2: Pave the Way for … 2023-10-12
Semantic Segmentation PointHR PointHR: Exploring High-Resolution Architectures for … 2023-10-11
Semantic Segmentation PanopticNDT (10cm) PanopticNDT: Efficient and Robust Panoptic … 2023-09-24
Semantic Segmentation DeLA Decoupled Local Aggregation for Point … 2023-08-31
Semantic Segmentation PPT + SparseUNet Towards Large-scale 3D Representation Learning … 2023-08-18

Research Papers

Recent papers with results on this dataset: