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Models/AVS-Net

AVS-Net

Reported on 12 benchmarks across 8 tasks · 1 paper

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

Methodology4 results

3DonWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
2D ClassificationonWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
2D Object DetectiononWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
16konWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521

Medical3 results

Semantic SegmentationonScanNet
val mIoU· 2024-02-27
76.1
best: 80.5 (DITR)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
Semantic SegmentationonShapeNet-Part
Class Average IoU· 2024-02-27
85.7
best: 87.7 (Feature Geometric Net (FG-Net))
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
Semantic SegmentationonShapeNet-Part
Instance Average IoU· 2024-02-27
87.3
best: 89.1 (GeomGCNN)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521

Audio3 results

10-shot image generationonScanNet
val mIoU· 2024-02-27
76.1
best: 80.5 (DITR)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
10-shot image generationonShapeNet-Part
Class Average IoU· 2024-02-27
85.7
best: 87.7 (Feature Geometric Net (FG-Net))
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
10-shot image generationonShapeNet-Part
Instance Average IoU· 2024-02-27
87.3
best: 89.1 (GeomGCNN)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521

Computer Vision2 results

Object DetectiononWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521
3D Object DetectiononWaymo Open Dataset
mAPH/L2· 2024-02-27
72.4
best: 74 (LION)
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene Understanding arXiv:2402.17521