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