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Models/CRN

CRN

Reported on 48 benchmarks across 12 tasks · 2 papers · 33 SOTA

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

Computer Vision20 results

Multi-Object Trackingonnuscenes Camera-Radar
AMOTA· 2023-04-03
0.569
best: 0.631 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Object Trackingonnuscenes Camera-Radar
AMOTA· 2023-04-03
0.569
best: 0.631 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Object Detectiononnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3D Object Detectiononnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3D Multi-Object Trackingonnuscenes Camera-Radar
AMOTA· 2023-04-03
0.569
best: 0.631 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
FID· 2017-07-28
70.4
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonCOCO-Stuff Labels-to-Photos
mIoU· 2017-07-28
23.7
best: 44.1 (OASIS)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonCityscapes Labels-to-Photo
FID· 2017-07-28
104.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonCityscapes Labels-to-Photo
mIoU· 2017-07-28
52.4
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonADE20K Labels-to-Photos
FID· 2017-07-28
73.3
best: 22.7 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonADE20K Labels-to-Photos
mIoU· 2017-07-28
22.4
best: 54.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
FID· 2017-07-28
99
best: 42.4 (CoCosNet)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image-to-Image TranslationonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-07-28
16.5
best: 40.4 (DP-GAN)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Multi-Object TrackingonnuScenes
AMOTA· 2023-04-03
0.569
best: 0.763 (MCTrack)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Object TrackingonnuScenes
AMOTA· 2023-04-03
0.569
best: 0.763 (MCTrack)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Object DetectiononnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
Object DetectiononnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3D Object DetectiononnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3D Object DetectiononnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3D Multi-Object TrackingonnuScenes
AMOTA· 2023-04-03
0.569
best: 0.763 (MCTrack)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670

Methodology12 results

3Donnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D Classificationonnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D Object Detectiononnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
16konnuscenes Camera-Radar
NDS· 2023-04-03
62.4
best: 69.9 (SpaRC)
SOTA
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3DonnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
3DonnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D ClassificationonnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D ClassificationonnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D Object DetectiononnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
2D Object DetectiononnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
16konnuScenes
NDS· 2023-04-03
0.624
best: 55.3 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670
16konnuScenes
mAP· 2023-04-03
0.575
best: 45.1 (LabelDistill)
CRN: Camera Radar Net for Accurate, Robust, Efficient 3D Perception arXiv:2304.00670

Medical8 results

Image GenerationonCOCO-Stuff Labels-to-Photos
FID· 2017-07-28
70.4
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonCOCO-Stuff Labels-to-Photos
mIoU· 2017-07-28
23.7
best: 44.1 (OASIS)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonCityscapes Labels-to-Photo
FID· 2017-07-28
104.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonCityscapes Labels-to-Photo
mIoU· 2017-07-28
52.4
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonADE20K Labels-to-Photos
FID· 2017-07-28
73.3
best: 22.7 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonADE20K Labels-to-Photos
mIoU· 2017-07-28
22.4
best: 54.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonADE20K-Outdoor Labels-to-Photos
FID· 2017-07-28
99
best: 42.4 (CoCosNet)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
Image GenerationonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-07-28
16.5
best: 40.4 (DP-GAN)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405

Miscellaneous8 results

1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
FID· 2017-07-28
70.4
best: 13.3 (DP-SIMS (ConvNext-XL))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonCOCO-Stuff Labels-to-Photos
mIoU· 2017-07-28
23.7
best: 44.1 (OASIS)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
FID· 2017-07-28
104.7
best: 38.2 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonCityscapes Labels-to-Photo
mIoU· 2017-07-28
52.4
best: 76.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
FID· 2017-07-28
73.3
best: 22.7 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonADE20K Labels-to-Photos
mIoU· 2017-07-28
22.4
best: 54.3 (DP-SIMS (ConvNext-L))
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
FID· 2017-07-28
99
best: 42.4 (CoCosNet)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405
1 Image, 2*2 StitchingonADE20K-Outdoor Labels-to-Photos
mIoU· 2017-07-28
16.5
best: 40.4 (DP-GAN)
SOTA
Photographic Image Synthesis with Cascaded Refinement Networks arXiv:1707.09405