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Models/PointVector-XL

PointVector-XL

Reported on 20 benchmarks across 3 tasks · 1 paper · 14 SOTA

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

Medical9 results

Semantic SegmentationonS3DIS Area5
mIoU· 2022-05-21
72.3
best: 76 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS
Mean IoU· 2022-05-21
78.4
best: 82.3 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS
mAcc· 2022-05-21
86.1
best: 89.9 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS
oAcc· 2022-05-21
91.9
best: 93.3 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonOpenTrench3D
mAcc· 2022-05-21
84.1
best: 84.5 (PointMetaBase-XXL)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonOpenTrench3D
mIoU· 2022-05-21
76.5
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS Area5
mAcc· 2022-05-21
78.1
best: 81.6 (Sonata + PTv3)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS Area5
oAcc· 2022-05-21
91
best: 93 (Sonata + PTv3)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
Semantic SegmentationonS3DIS
Params (M)· 2022-05-21
24.1
best: 41.6 (PointNeXt-XL)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528

Audio9 results

10-shot image generationonS3DIS Area5
mIoU· 2022-05-21
72.3
best: 76 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS
Mean IoU· 2022-05-21
78.4
best: 82.3 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS
mAcc· 2022-05-21
86.1
best: 89.9 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS
oAcc· 2022-05-21
91.9
best: 93.3 (Sonata + PTv3)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonOpenTrench3D
mAcc· 2022-05-21
84.1
best: 84.5 (PointMetaBase-XXL)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonOpenTrench3D
mIoU· 2022-05-21
76.5
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS Area5
mAcc· 2022-05-21
78.1
best: 81.6 (Sonata + PTv3)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS Area5
oAcc· 2022-05-21
91
best: 93 (Sonata + PTv3)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
10-shot image generationonS3DIS
Params (M)· 2022-05-21
24.1
best: 41.6 (PointNeXt-XL)
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528

Computer Vision2 results

3D Semantic SegmentationonOpenTrench3D
mAcc· 2022-05-21
84.1
best: 84.5 (PointMetaBase-XXL)
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528
3D Semantic SegmentationonOpenTrench3D
mIoU· 2022-05-21
76.5
SOTA
PointVector: A Vector Representation In Point Cloud Analysis arXiv:2205.10528