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RELLIS-3D

Benchmarks

Task NameDataset NameSOTA ResultTrend
Semantic SegmentationRELLIS-3D (val)
mIoU56.4
12
Freespace DetectionRellis-3D (test)
Precision95.65
9
Trajectory PredictionRELLIS-3D
L2 Error (1s)0.88
8
spatial selectivityRELLIS-3D (five leave-one-sequence-out splits)
CAR88.4
6
Spatial SelectivityRELLIS-3D (leave-one-sequence-out)
CAR88.4
6
4D ReconstructionRELLIS-3D
PSNR22.29
6
LiDAR Semantic SegmentationRELLIS-3D 10% label ratio
mIoU55.05
6
LiDAR Semantic SegmentationRELLIS-3D 1% label ratio
mIoU51.27
6
Traversability EstimationRELLIS-3D (Original)
AUROC97.9
5
Traversability EstimationRELLIS-3D (Synthetic)
AUROC96.8
4
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