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プラットフォーム
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SOTA
3Dセマンティックシーンコンプリーション
3D Semantic Scene Completion On Nyuv2
3D Semantic Scene Completion On Nyuv2
評価指標
mIoU
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
mIoU
Paper Title
SG-SSC
55.4
2D Semantic-Guided Semantic Scene Completion
SISNet
52.4
Semantic Scene Completion via Integrating Instances and Scene in-the-Loop
SPAwN (SUNCG pretraining)
49.9
Data Augmented 3D Semantic Scene Completion with 2D Segmentation Priors
SPAwN
48
Data Augmented 3D Semantic Scene Completion with 2D Segmentation Priors
Point-Voxel Aggregation Network
46
Not All Voxels Are Equal: Semantic Scene Completion from the Point-Voxel Perspective
CCPNet (SUNCG pretraining)
41.3
Cascaded Context Pyramid for Full-Resolution 3D Semantic Scene Completion
3DSketch
41.1
3D Sketch-aware Semantic Scene Completion via Semi-supervised Structure Prior
ForkNet (SUNCG pretraining)
37.1
ForkNet: Multi-branch Volumetric Semantic Completion from a Single Depth Image
IPF-SPCNet: Semantic point completion network for 3D semantic scene completion
35.1
Semantic Point Completion Network for 3D Semantic Scene Completion
Real-time semantic scene completion via feature aggregation and conditioned prediction
34.4
3D Semantic Scene Completion: a Survey
TS3D
34.1
Two Stream 3D Semantic Scene Completion
EdgeNet (SUNCG pretraining)
33.7
3D Semantic Scene Completion: a Survey
AIC-Net
33.3
Anisotropic Convolutional Networks for 3D Semantic Scene Completion
AMFNet
33
Attention-based Multi-modal Fusion Network for Semantic Scene Completion
GRFNet
32.9
3D Gated Recurrent Fusion for Semantic Scene Completion
VD-CRF: Semantic scene completion with dense CRF from a single depth image. (SUNCG pretraining)
31.8
3D Semantic Scene Completion: a Survey
Am2fnet: Attention-based multiscale & multi-modality fused network
31.7
3D Semantic Scene Completion: a Survey
OccDepth
30.9
OccDepth: A Depth-Aware Method for 3D Semantic Scene Completion
SSCNet (SUNCG pretraining)
30.5
Semantic Scene Completion from a Single Depth Image
DDRNet
30.4
RGBD Based Dimensional Decomposition Residual Network for 3D Semantic Scene Completion
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3D Semantic Scene Completion On Nyuv2 | SOTA | HyperAI超神経