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Models/PLE (Voxel)

PLE (Voxel)

Reported on 28 benchmarks across 2 tasks · 1 paper · 22 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical14 results

Semantic SegmentationonSemanticKITTI
mIoU (0.5% Labels)· 2024-10-09
52.2
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (1% Labels)· 2024-10-09
61.1
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (2% Labels)· 2024-10-09
62.9
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (5% Labels)· 2024-10-09
62.8
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (0.5% Labels)· 2024-10-09
58
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (1% Labels)· 2024-10-09
62.9
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (10% Labels)· 2024-10-09
74.3
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (2% Labels)· 2024-10-09
67.2
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (20% Labels)· 2024-10-09
76
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (5% Labels)· 2024-10-09
72.8
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonnuScenes
mIoU (50% Labels)· 2024-10-09
76.1
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (10% Labels)· 2024-10-09
63.1
best: 64 (SAPCA (Cylinder3D))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (20% Labels)· 2024-10-09
64.1
best: 64.2 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
Semantic SegmentationonSemanticKITTI
mIoU (50% Labels)· 2024-10-09
64.3
best: 66.1 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893

Audio14 results

10-shot image generationonSemanticKITTI
mIoU (0.5% Labels)· 2024-10-09
52.2
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (1% Labels)· 2024-10-09
61.1
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (2% Labels)· 2024-10-09
62.9
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (5% Labels)· 2024-10-09
62.8
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (0.5% Labels)· 2024-10-09
58
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (1% Labels)· 2024-10-09
62.9
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (10% Labels)· 2024-10-09
74.3
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (2% Labels)· 2024-10-09
67.2
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (20% Labels)· 2024-10-09
76
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (5% Labels)· 2024-10-09
72.8
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonnuScenes
mIoU (50% Labels)· 2024-10-09
76.1
SOTA
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (10% Labels)· 2024-10-09
63.1
best: 64 (SAPCA (Cylinder3D))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (20% Labels)· 2024-10-09
64.1
best: 64.2 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893
10-shot image generationonSemanticKITTI
mIoU (50% Labels)· 2024-10-09
64.3
best: 66.1 (360° from a Single Camera: A Few-Shot Approach for LiDAR Segmentation (All))
Learning from Spatio-temporal Correlation for Semi-Supervised LiDAR Semantic Segmentation arXiv:2410.06893