SOTAVerified

3D Semantic Scene Completion

This task was introduced in "Semantic Scene Completion from a Single Depth Image" (https://arxiv.org/abs/1611.08974) at CVPR 2017 . The target is to infer the dense 3D voxelized semantic scene from an incompleted 3D input (e.g. point cloud, depth map) and an optional RGB image. A recent summary can be found in the paper "3D Semantic Scene Completion: a Survey" (https://arxiv.org/abs/2103.07466), published at IJCV 2021.

Papers

Showing 110 of 65 papers

TitleStatusHype
Disentangling Instance and Scene Contexts for 3D Semantic Scene CompletionCode1
Camera-Only 3D Panoptic Scene Completion for Autonomous Driving through Differentiable Object ShapesCode0
SGFormer: Satellite-Ground Fusion for 3D Semantic Scene CompletionCode1
Vision-based 3D Semantic Scene Completion via Capture Dynamic Representations0
VLScene: Vision-Language Guidance Distillation for Camera-Based 3D Semantic Scene CompletionCode1
Learning Temporal 3D Semantic Scene Completion via Optical Flow Guidance0
Skip Mamba Diffusion for Monocular 3D Semantic Scene CompletionCode1
SOAP: Vision-Centric 3D Semantic Scene Completion with Scene-Adaptive Decoder and Occluded Region-Aware View ProjectionCode1
Towards 3D Semantic Scene Completion for Autonomous Driving: A Meta-Learning Framework Empowered by Deformable Large-Kernel Attention and Mamba Model0
TALoS: Enhancing Semantic Scene Completion via Test-time Adaptation on the Line of SightCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TALoSmIoU37.9Unverified
2SCPNetmIoU36.7Unverified
3S3CNetmIoU29.5Unverified
4JS3C-NetmIoU23.8Unverified
5SSA-SCmIoU23.5Unverified
6Local-DIFsmIoU22.7Unverified
7UDNetmIoU19.5Unverified
8TS3D+DNet+SATNet (Reported in SemanticKITTI dataset paper)mIoU17.7Unverified
9LMSCNet-SSmIoU17.6Unverified
10ESSCNetmIoU17.5Unverified