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Models/IM3D

IM3D

Reported on 17 benchmarks across 8 tasks · 1 paper · 13 SOTA

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

Methodology9 results

3DonSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
3DonSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
2D ClassificationonSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
2D ClassificationonSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
2D Object DetectiononSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
2D Object DetectiononSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
16konSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
16konSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
3DonPix3D
CD· 2021-03-11
0.0672
best: 0.125 (AtlasNet)
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422

Computer Vision8 results

Object DetectiononSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
Object DetectiononSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
3D Object DetectiononSUN RGB-D
AP@0.15 (10 / NYU-37)· uses extra data· 2021-03-11
45.21
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
3D Object DetectiononSUN RGB-D
AP@0.15 (NYU-37)· uses extra data· 2021-03-11
24.1
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
Room Layout EstimationonSUN RGB-D
IoU· uses extra data· 2021-03-11
64.4
SOTA
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
3D Shape ReconstructiononPix3D
CD· 2021-03-11
0.0672
best: 0.125 (AtlasNet)
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
Room Layout EstimationonSUN RGB-D
Camera Pitch· uses extra data· 2021-03-11
2.98
best: 7.6 (Holistic)
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422
Room Layout EstimationonSUN RGB-D
Camera Roll· uses extra data· 2021-03-11
2.11
best: 3.12 (Holistic)
Holistic 3D Scene Understanding from a Single Image with Implicit Representation arXiv:2103.06422