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Models/LCPFormer

LCPFormer

Reported on 27 benchmarks across 12 tasks · 1 paper · 3 SOTA

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

Computer Vision11 results

3D Semantic SegmentationonSensatUrban
mIoU· 2022-10-23
63.4
SOTA
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Object DetectiononSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Object DetectiononSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Shape Representation Of 3D Point CloudsonModelNet40
Mean Accuracy· 2022-10-23
90.7
best: 92.4 (ULIP + PointMLP)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Shape Representation Of 3D Point CloudsonModelNet40
Overall Accuracy· 2022-10-23
93.6
best: 95.3 (PointGST)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Object DetectiononSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Object DetectiononSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Point Cloud ClassificationonModelNet40
Mean Accuracy· 2022-10-23
90.7
best: 92.4 (ULIP + PointMLP)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Point Cloud ClassificationonModelNet40
Overall Accuracy· 2022-10-23
93.6
best: 95.3 (PointGST)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Point Cloud ReconstructiononModelNet40
Mean Accuracy· 2022-10-23
90.7
best: 92.4 (ULIP + PointMLP)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3D Point Cloud ReconstructiononModelNet40
Overall Accuracy· 2022-10-23
93.6
best: 95.3 (PointGST)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755

Methodology8 results

3DonSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
3DonSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
2D ClassificationonSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
2D ClassificationonSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
2D Object DetectiononSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
2D Object DetectiononSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
16konSUN-RGBD val
mAP@0.25· 2022-10-23
63.2
best: 69.7 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
16konSUN-RGBD val
mAP@0.5· 2022-10-23
46.2
best: 54 (Point-GCC+TR3D+FF)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755

Medical4 results

Semantic SegmentationonSensatUrban
mIoU· 2022-10-23
63.4
SOTA
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Semantic SegmentationonS3DIS Area5
mAcc· 2022-10-23
76.8
best: 81.6 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Semantic SegmentationonS3DIS Area5
mIoU· 2022-10-23
70.2
best: 76 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
Semantic SegmentationonS3DIS Area5
oAcc· 2022-10-23
90.8
best: 93 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755

Audio4 results

10-shot image generationonSensatUrban
mIoU· 2022-10-23
63.4
SOTA
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
10-shot image generationonS3DIS Area5
mAcc· 2022-10-23
76.8
best: 81.6 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
10-shot image generationonS3DIS Area5
mIoU· 2022-10-23
70.2
best: 76 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755
10-shot image generationonS3DIS Area5
oAcc· 2022-10-23
90.8
best: 93 (Sonata + PTv3)
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in Transformers arXiv:2210.12755