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SOTA
Lidar Semantic Segmentation
Lidar Semantic Segmentation On Nuscenes
Lidar Semantic Segmentation On Nuscenes
評価指標
val 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
val mIoU
Paper Title
Repository
LSK3DNet
0.801
LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels
RangeFormer
-
Rethinking Range View Representation for LiDAR Segmentation
-
FRNet
0.790
FRNet: Frustum-Range Networks for Scalable LiDAR Segmentation
SphereFormer
0.795
Spherical Transformer for LiDAR-based 3D Recognition
SPVCNN++
-
Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution
2DPASS
-
2DPASS: 2D Priors Assisted Semantic Segmentation on LiDAR Point Clouds
WaffleIron
0.791
Using a Waffle Iron for Automotive Point Cloud Semantic Segmentation
PMF-ResNet50
-
EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic Segmentation
PTv2
0.802
Point Transformer V2: Grouped Vector Attention and Partition-based Pooling
2D3DNet
-
Learning 3D Semantic Segmentation with only 2D Image Supervision
-
Open_world_incremental
-
-
-
OrangeNet
-
-
-
PTv3 + PPT
0.812
Point Transformer V3: Simpler, Faster, Stronger
SPVNAS
-
Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution
Camera-LiDAR Fusion + HTC + Map
-
-
-
AF2S3Net
-
(AF)2-S3Net: Attentive Feature Fusion with Adaptive Feature Selection for Sparse Semantic Segmentation Network
-
DITR
0.842
-
-
Vis-PolarNet
-
-
-
DB-Unet
-
-
-
CPFusion
-
-
-
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