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Datasets
/
KITTI (FCGF setting)
KITTI (FCGF setting)
Benchmarks
3D Point Cloud Interpolation
/
Recall (0.6m, 5 degrees)
3D Point Cloud Interpolation
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RE (all)
3D Point Cloud Interpolation
/
TE (all)
Point Cloud Registration
/
Recall (0.6m, 5 degrees)
Point Cloud Registration
/
RE (all)
Point Cloud Registration
/
TE (all)
Related Benchmarks
KITTI
/
1 Image, 2*2 Stitchi
/
Average Orientation Similarity
KITTI
/
16k
/
FID
KITTI
/
16k
/
KID
KITTI
/
2D Panoptic Segmentation
/
PQ
KITTI
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3D
/
Average Orientation Similarity
KITTI
/
3D
/
absolute relative error
KITTI
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3D Point Cloud Interpolation
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RRE
KITTI
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3D Point Cloud Interpolation
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RTE
KITTI
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3D Point Cloud Interpolation
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Success Rate
KITTI
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Dehazing
/
PSNR
KITTI
/
Depth Completion
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RMSE
KITTI
/
Depth Estimation
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absolute relative error
KITTI
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Image Clustering
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Accuracy
KITTI
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Image Dehazing
/
PSNR
KITTI
/
Instance Segmentation
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AP
KITTI
/
Knowledge Distillation
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RMSE
KITTI
/
Knowledge Distillation
/
model size
KITTI
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Novel View Synthesis
/
Average PSNR
KITTI
/
Object Tracking
/
mean precision
KITTI
/
Object Tracking
/
mean success
KITTI
/
Point Cloud Registration
/
RRE
KITTI
/
Point Cloud Registration
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RTE
KITTI
/
Point Cloud Registration
/
Success Rate
KITTI
/
Pose Estimation
/
Average Orientation Similarity
KITTI
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Scene Generation
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FID
KITTI
/
Scene Generation
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KID
KITTI
/
Unsupervised Panoptic Segmentation
/
PQ
KITTI
/
Video
/
LPIPS
KITTI
/
Video
/
MS-SSIM
KITTI
/
Video Prediction
/
LPIPS
KITTI
/
Video Prediction
/
MS-SSIM
KITTI
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Visual Place Recognition
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Average F1
KITTI (Distant PCR)
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3D Point Cloud Interpolation
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RR @ Loose Criterion (5°&2m), on LoKITTI
KITTI (Distant PCR)
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3D Point Cloud Interpolation
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mRR @ Normal Criterion (1.5°&0.3m)
KITTI (Distant PCR)
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Point Cloud Registration
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RR @ Loose Criterion (5°&2m), on LoKITTI
KITTI (Distant PCR)
/
Point Cloud Registration
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mRR @ Normal Criterion (1.5°&0.3m)
KITTI (trained on 3DMatch)
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3D Point Cloud Interpolation
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Success Rate
KITTI (trained on 3DMatch)
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Point Cloud Registration
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Success Rate
KITTI 2012
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Dense Pixel Correspondence Estimation
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Average End-Point Error
KITTI 2012
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Optical Flow Estimation
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Average End-Point Error
KITTI 2012
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Optical Flow Estimation
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Noc
KITTI 2012
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Optical Flow Estimation
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Out-Noc
KITTI 2012 - 2x upscaling
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16k
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PSNR
KITTI 2012 - 2x upscaling
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3D Object Super-Resolution
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PSNR
KITTI 2012 - 2x upscaling
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Image Super-Resolution
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PSNR
KITTI 2012 - 2x upscaling
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Super-Resolution
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PSNR
KITTI 2012 - 4x upscaling
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16k
/
PSNR
KITTI 2012 - 4x upscaling
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3D Object Super-Resolution
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PSNR
KITTI 2012 - 4x upscaling
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Image Super-Resolution
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PSNR
KITTI 2012 - 4x upscaling
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Super-Resolution
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PSNR
KITTI 2012 unsupervised
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Optical Flow Estimation
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Average End-Point Error
KITTI 2015
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1 Image, 2*2 Stitchi
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Average End-Point Error
KITTI 2015
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3D
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Absolute relative error (AbsRel)
KITTI 2015
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3D
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Average End-Point Error
KITTI 2015
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3D
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D1-all All
KITTI 2015
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3D
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D1-all Noc
KITTI 2015
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3D
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RMSE
KITTI 2015
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3D
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Sq Rel
KITTI 2015
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Dense Pixel Correspondence Estimation
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Average End-Point Error
KITTI 2015
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Depth Estimation
/
Absolute relative error (AbsRel)
KITTI 2015
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Depth Estimation
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D1-all All
KITTI 2015
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Depth Estimation
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D1-all Noc
KITTI 2015
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Depth Estimation
/
RMSE
KITTI 2015
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Depth Estimation
/
Sq Rel
KITTI 2015
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Optical Flow Estimation
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Average End-Point Error
KITTI 2015
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Optical Flow Estimation
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Fl-all
KITTI 2015
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Optical Flow Estimation
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Fl-fg
KITTI 2015
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Pose Estimation
/
Average End-Point Error
KITTI 2015
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Stereo Depth Estimation
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D1-all All
KITTI 2015
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Stereo Depth Estimation
/
D1-all Noc
KITTI 2015
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Stereo Disparity Estimation
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D1-all
KITTI 2015 (train)
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Optical Flow Estimation
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EPE
KITTI 2015 (train)
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Optical Flow Estimation
/
F1-all
KITTI 2015 - 2x upscaling
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16k
/
PSNR
KITTI 2015 - 2x upscaling
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3D Object Super-Resolution
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PSNR
KITTI 2015 - 2x upscaling
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Image Super-Resolution
/
PSNR
KITTI 2015 - 2x upscaling
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Super-Resolution
/
PSNR
KITTI 2015 - 4x upscaling
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16k
/
PSNR
KITTI 2015 - 4x upscaling
/
3D Object Super-Resolution
/
PSNR
KITTI 2015 - 4x upscaling
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Image Super-Resolution
/
PSNR
KITTI 2015 - 4x upscaling
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Super-Resolution
/
PSNR
KITTI 2015 Scene Flow Test
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Scene Flow Estimation
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D1-all
KITTI 2015 Scene Flow Test
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Scene Flow Estimation
/
D2-all
KITTI 2015 Scene Flow Test
/
Scene Flow Estimation
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Fl-all
KITTI 2015 Scene Flow Test
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Scene Flow Estimation
/
Runtime (s)
KITTI 2015 Scene Flow Test
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Scene Flow Estimation
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SF-all
KITTI 2015 Scene Flow Training
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Scene Flow Estimation
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Runtime (s)
KITTI 2015 Scene Flow Training
/
Scene Flow Estimation
/
D1-all
KITTI 2015 Scene Flow Training
/
Scene Flow Estimation
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D2-all
KITTI 2015 Scene Flow Training
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Scene Flow Estimation
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Fl-all
KITTI 2015 Scene Flow Training
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Scene Flow Estimation
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SF-all
KITTI 2015 unsupervised
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Optical Flow Estimation
/
Fl-all
KITTI Cars Easy
/
16k
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AP
KITTI Cars Easy
/
16k
/
AP Easy
KITTI Cars Easy
/
2D Classification
/
AP
KITTI Cars Easy
/
2D Classification
/
AP Easy
KITTI Cars Easy
/
2D Object Detection
/
AP
KITTI Cars Easy
/
2D Object Detection
/
AP Easy
KITTI Cars Easy
/
3D
/
AP
KITTI Cars Easy
/
3D
/
AP Easy
KITTI Cars Easy
/
3D Object Detection
/
AP
KITTI Cars Easy
/
3D Object Detection
/
AP Easy
KITTI Cars Easy
/
Birds Eye View Object Detection
/
AP
KITTI Cars Easy
/
Object Detection
/
AP
KITTI Cars Easy
/
Object Detection
/
AP Easy
KITTI Cars Easy
/
Object Localization
/
AP
KITTI Cars Easy val
/
16k
/
AP
KITTI Cars Easy val
/
2D Classification
/
AP
KITTI Cars Easy val
/
2D Object Detection
/
AP
KITTI Cars Easy val
/
3D
/
AP
KITTI Cars Easy val
/
3D Object Detection
/
AP
KITTI Cars Easy val
/
Birds Eye View Object Detection
/
AP
KITTI Cars Easy val
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Object Detection
/
AP
KITTI Cars Hard
/
1 Image, 2*2 Stitchi
/
Average Orientation Similarity
KITTI Cars Hard
/
16k
/
AP
KITTI Cars Hard
/
16k
/
AP Hard
KITTI Cars Hard
/
2D Classification
/
AP
KITTI Cars Hard
/
2D Classification
/
AP Hard
KITTI Cars Hard
/
2D Object Detection
/
AP
KITTI Cars Hard
/
2D Object Detection
/
AP Hard
KITTI Cars Hard
/
3D
/
AP
KITTI Cars Hard
/
3D
/
AP Hard
KITTI Cars Hard
/
3D
/
Average Orientation Similarity
KITTI Cars Hard
/
3D Object Detection
/
AP
KITTI Cars Hard
/
3D Object Detection
/
AP Hard
KITTI Cars Hard
/
Birds Eye View Object Detection
/
AP
KITTI Cars Hard
/
Object Detection
/
AP
KITTI Cars Hard
/
Object Detection
/
AP Hard
KITTI Cars Hard
/
Object Localization
/
AP
KITTI Cars Hard
/
Pose Estimation
/
Average Orientation Similarity
KITTI Cars Hard val
/
16k
/
AP
KITTI Cars Hard val
/
2D Classification
/
AP
KITTI Cars Hard val
/
2D Object Detection
/
AP
KITTI Cars Hard val
/
3D
/
AP
KITTI Cars Hard val
/
3D Object Detection
/
AP
KITTI Cars Hard val
/
Birds Eye View Object Detection
/
AP
KITTI Cars Hard val
/
Object Detection
/
AP
KITTI Cars Moderate
/
16k
/
AP
KITTI Cars Moderate
/
16k
/
AP Medium
KITTI Cars Moderate
/
16k
/
AP75
KITTI Cars Moderate
/
2D Classification
/
AP
KITTI Cars Moderate
/
2D Classification
/
AP Medium
KITTI Cars Moderate
/
2D Classification
/
AP75
KITTI Cars Moderate
/
2D Object Detection
/
AP
KITTI Cars Moderate
/
2D Object Detection
/
AP Medium
KITTI Cars Moderate
/
2D Object Detection
/
AP75
KITTI Cars Moderate
/
3D
/
AP
KITTI Cars Moderate
/
3D
/
AP Medium
KITTI Cars Moderate
/
3D
/
AP75
KITTI Cars Moderate
/
3D Object Detection
/
AP
KITTI Cars Moderate
/
3D Object Detection
/
AP Medium
KITTI Cars Moderate
/
3D Object Detection
/
AP75
KITTI Cars Moderate
/
Birds Eye View Object Detection
/
AP
KITTI Cars Moderate
/
Object Detection
/
AP
KITTI Cars Moderate
/
Object Detection
/
AP Medium
KITTI Cars Moderate
/
Object Detection
/
AP75
KITTI Cars Moderate
/
Object Localization
/
AP
KITTI Cars Moderate val
/
16k
/
AP
KITTI Cars Moderate val
/
2D Classification
/
AP
KITTI Cars Moderate val
/
2D Object Detection
/
AP
KITTI Cars Moderate val
/
3D
/
AP
KITTI Cars Moderate val
/
3D Object Detection
/
AP
KITTI Cars Moderate val
/
Birds Eye View Object Detection
/
AP
KITTI Cars Moderate val
/
Object Detection
/
AP
KITTI Cyclist Easy
/
16k
/
AP Easy
KITTI Cyclist Easy
/
2D Classification
/
AP Easy
KITTI Cyclist Easy
/
2D Object Detection
/
AP Easy
KITTI Cyclist Easy
/
3D
/
AP Easy
KITTI Cyclist Easy
/
3D Object Detection
/
AP Easy
KITTI Cyclist Easy
/
Object Detection
/
AP Easy
KITTI Cyclist Easy val
/
16k
/
AP
KITTI Cyclist Easy val
/
2D Classification
/
AP
KITTI Cyclist Easy val
/
2D Object Detection
/
AP
KITTI Cyclist Easy val
/
3D
/
AP
KITTI Cyclist Easy val
/
3D Object Detection
/
AP
KITTI Cyclist Easy val
/
Birds Eye View Object Detection
/
AP
KITTI Cyclist Easy val
/
Object Detection
/
AP
KITTI Cyclist Hard
/
16k
/
AP Hard
KITTI Cyclist Hard
/
2D Classification
/
AP Hard
KITTI Cyclist Hard
/
2D Object Detection
/
AP Hard
KITTI Cyclist Hard
/
3D
/
AP Hard
KITTI Cyclist Hard
/
3D Object Detection
/
AP Hard
KITTI Cyclist Hard
/
Object Detection
/
AP Hard
KITTI Cyclist Hard val
/
16k
/
AP
KITTI Cyclist Hard val
/
2D Classification
/
AP
KITTI Cyclist Hard val
/
2D Object Detection
/
AP
KITTI Cyclist Hard val
/
3D
/
AP
KITTI Cyclist Hard val
/
3D Object Detection
/
AP
KITTI Cyclist Hard val
/
Birds Eye View Object Detection
/
AP
KITTI Cyclist Hard val
/
Object Detection
/
AP
KITTI Cyclist Moderate
/
16k
/
AP Medium
KITTI Cyclist Moderate
/
2D Classification
/
AP Medium
KITTI Cyclist Moderate
/
2D Object Detection
/
AP Medium
KITTI Cyclist Moderate
/
3D
/
AP Medium
KITTI Cyclist Moderate
/
3D Object Detection
/
AP Medium
KITTI Cyclist Moderate
/
Object Detection
/
AP Medium
KITTI Cyclist Moderate val
/
16k
/
AP
KITTI Cyclist Moderate val
/
2D Classification
/
AP
KITTI Cyclist Moderate val
/
2D Object Detection
/
AP
KITTI Cyclist Moderate val
/
3D
/
AP
KITTI Cyclist Moderate val
/
3D Object Detection
/
AP
KITTI Cyclist Moderate val
/
Birds Eye View Object Detection
/
AP
KITTI Cyclist Moderate val
/
Object Detection
/
AP
KITTI Cyclists Easy
/
16k
/
AP
KITTI Cyclists Easy
/
2D Classification
/
AP
KITTI Cyclists Easy
/
2D Object Detection
/
AP
KITTI Cyclists Easy
/
3D
/
AP
KITTI Cyclists Easy
/
3D Object Detection
/
AP
KITTI Cyclists Easy
/
Birds Eye View Object Detection
/
AP
KITTI Cyclists Easy
/
Object Detection
/
AP
KITTI Cyclists Easy
/
Object Localization
/
AP
KITTI Cyclists Hard
/
16k
/
AP
KITTI Cyclists Hard
/
2D Classification
/
AP
KITTI Cyclists Hard
/
2D Object Detection
/
AP
KITTI Cyclists Hard
/
3D
/
AP
KITTI Cyclists Hard
/
3D Object Detection
/
AP
KITTI Cyclists Hard
/
Birds Eye View Object Detection
/
AP
KITTI Cyclists Hard
/
Object Detection
/
AP
KITTI Cyclists Hard
/
Object Localization
/
AP
KITTI Cyclists Moderate
/
16k
/
AP
KITTI Cyclists Moderate
/
16k
/
AP50
KITTI Cyclists Moderate
/
2D Classification
/
AP
KITTI Cyclists Moderate
/
2D Classification
/
AP50
KITTI Cyclists Moderate
/
2D Object Detection
/
AP
KITTI Cyclists Moderate
/
2D Object Detection
/
AP50
KITTI Cyclists Moderate
/
3D
/
AP
KITTI Cyclists Moderate
/
3D
/
AP50
KITTI Cyclists Moderate
/
3D Object Detection
/
AP
KITTI Cyclists Moderate
/
3D Object Detection
/
AP50
KITTI Cyclists Moderate
/
Birds Eye View Object Detection
/
AP
KITTI Cyclists Moderate
/
Object Detection
/
AP
KITTI Cyclists Moderate
/
Object Detection
/
AP50
KITTI Cyclists Moderate
/
Object Localization
/
AP
KITTI Cyclists Moderate val
/
16k
/
AP
KITTI Cyclists Moderate val
/
2D Classification
/
AP
KITTI Cyclists Moderate val
/
2D Object Detection
/
AP
KITTI Cyclists Moderate val
/
3D
/
AP
KITTI Cyclists Moderate val
/
3D Object Detection
/
AP
KITTI Cyclists Moderate val
/
Object Detection
/
AP
KITTI Depth Completion
/
Depth Completion
/
MAE
KITTI Depth Completion
/
Depth Completion
/
RMSE
KITTI Depth Completion
/
Depth Completion
/
Runtime [ms]
KITTI Depth Completion
/
Depth Completion
/
iMAE
KITTI Depth Completion
/
Depth Completion
/
iRMSE
KITTI Depth Completion 500 points
/
Depth Completion
/
RMSE
KITTI Depth Completion Eigen Split
/
Depth Completion
/
REL
KITTI Depth Completion Eigen Split
/
Depth Completion
/
RMSE
KITTI Depth Completion Validation
/
3D
/
RMSE
KITTI Depth Completion Validation
/
Depth Estimation
/
RMSE
KITTI Eigen split
/
3D
/
Delta < 1.25
KITTI Eigen split
/
3D
/
Delta < 1.25^2
KITTI Eigen split
/
3D
/
Delta < 1.25^3
KITTI Eigen split
/
3D
/
Number of parameters (M)
KITTI Eigen split
/
3D
/
RMSE
KITTI Eigen split
/
3D
/
RMSE log
KITTI Eigen split
/
3D
/
Sq Rel
KITTI Eigen split
/
3D
/
Square relative error (SqRel)
KITTI Eigen split
/
3D
/
absolute relative error
KITTI Eigen split
/
Depth Estimation
/
Delta < 1.25
KITTI Eigen split
/
Depth Estimation
/
Delta < 1.25^2
KITTI Eigen split
/
Depth Estimation
/
Delta < 1.25^3
KITTI Eigen split
/
Depth Estimation
/
Number of parameters (M)
KITTI Eigen split
/
Depth Estimation
/
RMSE
KITTI Eigen split
/
Depth Estimation
/
RMSE log
KITTI Eigen split
/
Depth Estimation
/
Sq Rel
KITTI Eigen split
/
Depth Estimation
/
Square relative error (SqRel)
KITTI Eigen split
/
Depth Estimation
/
absolute relative error
KITTI Eigen split unsupervised
/
3D
/
Delta < 1.25
KITTI Eigen split unsupervised
/
3D
/
Delta < 1.25^2
KITTI Eigen split unsupervised
/
3D
/
Delta < 1.25^3
KITTI Eigen split unsupervised
/
3D
/
Mono
KITTI Eigen split unsupervised
/
3D
/
RMSE
KITTI Eigen split unsupervised
/
3D
/
RMSE log
KITTI Eigen split unsupervised
/
3D
/
Resolution
KITTI Eigen split unsupervised
/
3D
/
Sq Rel
KITTI Eigen split unsupervised
/
3D
/
Test frames
KITTI Eigen split unsupervised
/
3D
/
absolute relative error
KITTI Eigen split unsupervised
/
Depth Estimation
/
Delta < 1.25
KITTI Eigen split unsupervised
/
Depth Estimation
/
Delta < 1.25^2
KITTI Eigen split unsupervised
/
Depth Estimation
/
Delta < 1.25^3
KITTI Eigen split unsupervised
/
Depth Estimation
/
Mono
KITTI Eigen split unsupervised
/
Depth Estimation
/
RMSE
KITTI Eigen split unsupervised
/
Depth Estimation
/
RMSE log
KITTI Eigen split unsupervised
/
Depth Estimation
/
Resolution
KITTI Eigen split unsupervised
/
Depth Estimation
/
Sq Rel
KITTI Eigen split unsupervised
/
Depth Estimation
/
Test frames
KITTI Eigen split unsupervised
/
Depth Estimation
/
absolute relative error
KITTI Horizon
/
Horizon Line Estimation
/
ATV
KITTI Horizon
/
Horizon Line Estimation
/
AUC
KITTI Horizon
/
Horizon Line Estimation
/
MSE
KITTI MOTS
/
Multi-Object Tracking and Segmentation
/
AssA
KITTI MOTS
/
Multi-Object Tracking and Segmentation
/
DetA
KITTI MOTS
/
Multi-Object Tracking and Segmentation
/
HOTA
KITTI Novel View Synthesis
/
Novel View Synthesis
/
SSIM
KITTI Object Tracking Evaluation 2012
/
1 Image, 2*2 Stitching
/
Average PSNR
KITTI Object Tracking Evaluation 2012
/
3D
/
Abs Rel
KITTI Object Tracking Evaluation 2012
/
Depth Estimation
/
Abs Rel
KITTI Object Tracking Evaluation 2012
/
Image Generation
/
Average PSNR
KITTI Object Tracking Evaluation 2012
/
Image-to-Image Translation
/
Average PSNR
KITTI Object Tracking Evaluation 2012
/
Transfer Learning
/
EER
KITTI Odometry Benchmark
/
Camera Pose Estimation
/
Absolute Trajectory Error [m]
KITTI Odometry Benchmark
/
Camera Pose Estimation
/
Average Rotational Error er[%]
KITTI Odometry Benchmark
/
Camera Pose Estimation
/
Average Translational Error et[%]
KITTI Panoptic Segmentation
/
10-shot image generation
/
PQ
KITTI Panoptic Segmentation
/
Panoptic Segmentation
/
PQ
KITTI Panoptic Segmentation
/
Semantic Segmentation
/
PQ
KITTI Pedestrian
/
16k
/
mAP
KITTI Pedestrian
/
2D Classification
/
mAP
KITTI Pedestrian
/
2D Object Detection
/
mAP
KITTI Pedestrian
/
3D
/
mAP
KITTI Pedestrian
/
3D Object Detection
/
mAP
KITTI Pedestrian
/
Birds Eye View Object Detection
/
mAP
KITTI Pedestrian
/
Object Detection
/
mAP
KITTI Pedestrian Easy
/
16k
/
AP Easy
KITTI Pedestrian Easy
/
16k
/
Average Precision
KITTI Pedestrian Easy
/
2D Classification
/
AP Easy
KITTI Pedestrian Easy
/
2D Classification
/
Average Precision
KITTI Pedestrian Easy
/
2D Object Detection
/
AP Easy
KITTI Pedestrian Easy
/
2D Object Detection
/
Average Precision
KITTI Pedestrian Easy
/
3D
/
AP Easy
KITTI Pedestrian Easy
/
3D
/
Average Precision
KITTI Pedestrian Easy
/
3D Object Detection
/
AP Easy
KITTI Pedestrian Easy
/
3D Object Detection
/
Average Precision
KITTI Pedestrian Easy
/
Birds Eye View Object Detection
/
Average Precision
KITTI Pedestrian Easy
/
Object Detection
/
AP Easy
KITTI Pedestrian Easy
/
Object Detection
/
Average Precision
KITTI Pedestrian Easy
/
Object Localization
/
AP
KITTI Pedestrian Easy val
/
16k
/
AP
KITTI Pedestrian Easy val
/
2D Classification
/
AP
KITTI Pedestrian Easy val
/
2D Object Detection
/
AP
KITTI Pedestrian Easy val
/
3D
/
AP
KITTI Pedestrian Easy val
/
3D Object Detection
/
AP
KITTI Pedestrian Easy val
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrian Easy val
/
Object Detection
/
AP
KITTI Pedestrian Hard
/
16k
/
AP Hard
KITTI Pedestrian Hard
/
16k
/
Average Precision
KITTI Pedestrian Hard
/
2D Classification
/
AP Hard
KITTI Pedestrian Hard
/
2D Classification
/
Average Precision
KITTI Pedestrian Hard
/
2D Object Detection
/
AP Hard
KITTI Pedestrian Hard
/
2D Object Detection
/
Average Precision
KITTI Pedestrian Hard
/
3D
/
AP Hard
KITTI Pedestrian Hard
/
3D
/
Average Precision
KITTI Pedestrian Hard
/
3D Object Detection
/
AP Hard
KITTI Pedestrian Hard
/
3D Object Detection
/
Average Precision
KITTI Pedestrian Hard
/
Birds Eye View Object Detection
/
Average Precision
KITTI Pedestrian Hard
/
Object Detection
/
AP Hard
KITTI Pedestrian Hard
/
Object Detection
/
Average Precision
KITTI Pedestrian Hard val
/
16k
/
AP
KITTI Pedestrian Hard val
/
2D Classification
/
AP
KITTI Pedestrian Hard val
/
2D Object Detection
/
AP
KITTI Pedestrian Hard val
/
3D
/
AP
KITTI Pedestrian Hard val
/
3D Object Detection
/
AP
KITTI Pedestrian Hard val
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrian Hard val
/
Object Detection
/
AP
KITTI Pedestrian Moderate
/
16k
/
AP Medium
KITTI Pedestrian Moderate
/
16k
/
Average Precision
KITTI Pedestrian Moderate
/
2D Classification
/
AP Medium
KITTI Pedestrian Moderate
/
2D Classification
/
Average Precision
KITTI Pedestrian Moderate
/
2D Object Detection
/
AP Medium
KITTI Pedestrian Moderate
/
2D Object Detection
/
Average Precision
KITTI Pedestrian Moderate
/
3D
/
AP Medium
KITTI Pedestrian Moderate
/
3D
/
Average Precision
KITTI Pedestrian Moderate
/
3D Object Detection
/
AP Medium
KITTI Pedestrian Moderate
/
3D Object Detection
/
Average Precision
KITTI Pedestrian Moderate
/
Birds Eye View Object Detection
/
Average Precision
KITTI Pedestrian Moderate
/
Object Detection
/
AP Medium
KITTI Pedestrian Moderate
/
Object Detection
/
Average Precision
KITTI Pedestrian Moderate val
/
16k
/
AP
KITTI Pedestrian Moderate val
/
2D Classification
/
AP
KITTI Pedestrian Moderate val
/
2D Object Detection
/
AP
KITTI Pedestrian Moderate val
/
3D
/
AP
KITTI Pedestrian Moderate val
/
3D Object Detection
/
AP
KITTI Pedestrian Moderate val
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrian Moderate val
/
Object Detection
/
AP
KITTI Pedestrians Easy
/
16k
/
AP
KITTI Pedestrians Easy
/
2D Classification
/
AP
KITTI Pedestrians Easy
/
2D Object Detection
/
AP
KITTI Pedestrians Easy
/
3D
/
AP
KITTI Pedestrians Easy
/
3D Object Detection
/
AP
KITTI Pedestrians Easy
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrians Easy
/
Object Detection
/
AP
KITTI Pedestrians Easy
/
Object Localization
/
AP
KITTI Pedestrians Hard
/
16k
/
AP
KITTI Pedestrians Hard
/
2D Classification
/
AP
KITTI Pedestrians Hard
/
2D Object Detection
/
AP
KITTI Pedestrians Hard
/
3D
/
AP
KITTI Pedestrians Hard
/
3D Object Detection
/
AP
KITTI Pedestrians Hard
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrians Hard
/
Object Detection
/
AP
KITTI Pedestrians Hard
/
Object Localization
/
AP
KITTI Pedestrians Moderate
/
16k
/
AP
KITTI Pedestrians Moderate
/
16k
/
AP50
KITTI Pedestrians Moderate
/
2D Classification
/
AP
KITTI Pedestrians Moderate
/
2D Classification
/
AP50
KITTI Pedestrians Moderate
/
2D Object Detection
/
AP
KITTI Pedestrians Moderate
/
2D Object Detection
/
AP50
KITTI Pedestrians Moderate
/
3D
/
AP
KITTI Pedestrians Moderate
/
3D
/
AP50
KITTI Pedestrians Moderate
/
3D Object Detection
/
AP
KITTI Pedestrians Moderate
/
3D Object Detection
/
AP50
KITTI Pedestrians Moderate
/
Birds Eye View Object Detection
/
AP
KITTI Pedestrians Moderate
/
Object Detection
/
AP
KITTI Pedestrians Moderate
/
Object Detection
/
AP50
KITTI Pedestrians Moderate
/
Object Localization
/
AP
KITTI Pedestrians Moderate val
/
16k
/
AP
KITTI Pedestrians Moderate val
/
16k
/
AP Medium
KITTI Pedestrians Moderate val
/
2D Classification
/
AP
KITTI Pedestrians Moderate val
/
2D Classification
/
AP Medium
KITTI Pedestrians Moderate val
/
2D Object Detection
/
AP
KITTI Pedestrians Moderate val
/
2D Object Detection
/
AP Medium
KITTI Pedestrians Moderate val
/
3D
/
AP
KITTI Pedestrians Moderate val
/
3D
/
AP Medium
KITTI Pedestrians Moderate val
/
3D Object Detection
/
AP
KITTI Pedestrians Moderate val
/
3D Object Detection
/
AP Medium
KITTI Pedestrians Moderate val
/
Object Detection
/
AP
KITTI Pedestrians Moderate val
/
Object Detection
/
AP Medium
KITTI Semantic Segmentation
/
10-shot image generation
/
Category IoU
KITTI Semantic Segmentation
/
10-shot image generation
/
Category iIoU
KITTI Semantic Segmentation
/
10-shot image generation
/
Mean IoU (class)
KITTI Semantic Segmentation
/
10-shot image generation
/
class iIoU
KITTI Semantic Segmentation
/
Semantic Segmentation
/
Category IoU
KITTI Semantic Segmentation
/
Semantic Segmentation
/
Category iIoU
KITTI Semantic Segmentation
/
Semantic Segmentation
/
Mean IoU (class)
KITTI Semantic Segmentation
/
Semantic Segmentation
/
class iIoU
KITTI Test (Offline Methods)
/
Multiple Object Tracking
/
HOTA
KITTI Test (Offline Methods)
/
Object Tracking
/
HOTA
KITTI Test (Offline Methods)
/
Video
/
HOTA
KITTI Test (Online Methods)
/
Multiple Object Tracking
/
HOTA
KITTI Test (Online Methods)
/
Multiple Object Tracking
/
IDSW
KITTI Test (Online Methods)
/
Multiple Object Tracking
/
MOTA
KITTI Test (Online Methods)
/
Object Tracking
/
HOTA
KITTI Test (Online Methods)
/
Object Tracking
/
IDSW
KITTI Test (Online Methods)
/
Object Tracking
/
MOTA
KITTI Test (Online Methods)
/
Video
/
HOTA
KITTI Test (Online Methods)
/
Video
/
IDSW
KITTI Test (Online Methods)
/
Video
/
MOTA
KITTI-360
/
10-shot image generation
/
Model size
KITTI-360
/
10-shot image generation
/
PQ
KITTI-360
/
10-shot image generation
/
Params (M)
KITTI-360
/
10-shot image generation
/
RQ
KITTI-360
/
10-shot image generation
/
SQ
KITTI-360
/
10-shot image generation
/
mIoU
KITTI-360
/
10-shot image generation
/
mIoU Category
KITTI-360
/
10-shot image generation
/
miou
KITTI-360
/
10-shot image generation
/
miou Val
KITTI-360
/
16k
/
AP25
KITTI-360
/
16k
/
AP50
KITTI-360
/
16k
/
mAP@0.3
KITTI-360
/
2D Classification
/
AP25
KITTI-360
/
2D Classification
/
AP50
KITTI-360
/
2D Classification
/
mAP@0.3
KITTI-360
/
2D Object Detection
/
AP25
KITTI-360
/
2D Object Detection
/
AP50
KITTI-360
/
2D Object Detection
/
mAP@0.3
KITTI-360
/
3D
/
AP25
KITTI-360
/
3D
/
AP50
KITTI-360
/
3D
/
mAP@0.3
KITTI-360
/
3D
/
mIoU
KITTI-360
/
3D Reconstruction
/
mIoU
KITTI-360
/
3D Scene Reconstruction
/
mIoU
KITTI-360
/
3D Semantic Scene Completion
/
mIoU
KITTI-360
/
3D Semantic Segmentation
/
Model size
KITTI-360
/
3D Semantic Segmentation
/
mIoU Category
KITTI-360
/
3D Semantic Segmentation
/
miou
KITTI-360
/
3D Semantic Segmentation
/
miou Val
KITTI-360
/
Object Detection
/
AP25
KITTI-360
/
Object Detection
/
AP50
KITTI-360
/
Object Detection
/
mAP@0.3
KITTI-360
/
Panoptic Segmentation
/
PQ
KITTI-360
/
Panoptic Segmentation
/
Params (M)
KITTI-360
/
Panoptic Segmentation
/
RQ
KITTI-360
/
Panoptic Segmentation
/
SQ
KITTI-360
/
Reconstruction
/
mIoU
KITTI-360
/
Semantic Segmentation
/
Model size
KITTI-360
/
Semantic Segmentation
/
PQ
KITTI-360
/
Semantic Segmentation
/
Params (M)
KITTI-360
/
Semantic Segmentation
/
RQ
KITTI-360
/
Semantic Segmentation
/
SQ
KITTI-360
/
Semantic Segmentation
/
mIoU
KITTI-360
/
Semantic Segmentation
/
mIoU Category
KITTI-360
/
Semantic Segmentation
/
miou
KITTI-360
/
Semantic Segmentation
/
miou Val
KITTI-360
/
Single-View 3D Reconstruction
/
mIoU
KITTI-C
/
16k
/
mean Corruption Error (mCE)
KITTI-C
/
2D Classification
/
mean Corruption Error (mCE)
KITTI-C
/
2D Object Detection
/
mean Corruption Error (mCE)
KITTI-C
/
3D
/
mean Corruption Error (mCE)
KITTI-C
/
3D Object Detection
/
mean Corruption Error (mCE)
KITTI-C
/
Object Detection
/
mean Corruption Error (mCE)
KITTI-Dist
/
Image Classification
/
Top 1 Accuracy
KITTI-Masks
/
Representation Learning
/
MCC
KITTI-STEP
/
10-shot image generation
/
AQ
KITTI-STEP
/
10-shot image generation
/
SQ
KITTI-STEP
/
10-shot image generation
/
STQ
KITTI-STEP
/
10-shot image generation
/
mIoU
KITTI-STEP
/
10-shot image generation
/
pixel accuracy
KITTI-STEP
/
Panoptic Segmentation
/
AQ
KITTI-STEP
/
Panoptic Segmentation
/
SQ
KITTI-STEP
/
Panoptic Segmentation
/
STQ
KITTI-STEP
/
Semantic Segmentation
/
AQ
KITTI-STEP
/
Semantic Segmentation
/
SQ
KITTI-STEP
/
Semantic Segmentation
/
STQ
KITTI-STEP
/
Semantic Segmentation
/
mIoU
KITTI-STEP
/
Semantic Segmentation
/
pixel accuracy
KITTI-STEP
/
Unsupervised Semantic Segmentation
/
mIoU
KITTI-STEP
/
Unsupervised Semantic Segmentation
/
pixel accuracy
KITTI2012
/
2D Semantic Segmentation
/
mAP
KITTI2012
/
2D Semantic Segmentation
/
mIoU
KITTI2012
/
3D
/
three pixel error
KITTI2012
/
Depth Estimation
/
three pixel error
KITTI2012
/
Scene Parsing
/
mAP
KITTI2012
/
Scene Parsing
/
mIoU
KITTI2012
/
Scene Understanding
/
mAP
KITTI2012
/
Scene Understanding
/
mIoU
KITTI2012
/
Stereo Depth Estimation
/
three pixel error
KITTI2012
/
road scene understanding
/
mAP
KITTI2012
/
road scene understanding
/
mIoU
KITTI2012 - 2x scaling
/
16k
/
PSNR
KITTI2012 - 2x scaling
/
3D Object Super-Resolution
/
PSNR
KITTI2012 - 2x scaling
/
Image Super-Resolution
/
PSNR
KITTI2012 - 2x scaling
/
Super-Resolution
/
PSNR
KITTI2012 - 2x upscaling
/
16k
/
PSNR
KITTI2012 - 2x upscaling
/
3D Object Super-Resolution
/
PSNR
KITTI2012 - 2x upscaling
/
Image Super-Resolution
/
PSNR
KITTI2012 - 2x upscaling
/
Super-Resolution
/
PSNR
KITTI2012 - 4x upscaling
/
16k
/
PSNR
KITTI2012 - 4x upscaling
/
3D Object Super-Resolution
/
PSNR
KITTI2012 - 4x upscaling
/
Image Super-Resolution
/
PSNR
KITTI2012 - 4x upscaling
/
Super-Resolution
/
PSNR
KITTI2015
/
3D
/
three pixel error
KITTI2015
/
3D
/
D1-all All
KITTI2015
/
3D
/
D1-all Noc
KITTI2015
/
3D
/
three pixel error
KITTI2015
/
Depth Estimation
/
three pixel error
KITTI2015
/
Depth Estimation
/
D1-all All
KITTI2015
/
Depth Estimation
/
D1-all Noc
KITTI2015
/
Depth Estimation
/
three pixel error
KITTI2015
/
Stereo Depth Estimation
/
three pixel error
KITTI2015
/
Stereo Depth Estimation
/
D1-all All
KITTI2015
/
Stereo Depth Estimation
/
D1-all Noc
KITTI2015
/
Stereo Depth Estimation
/
three pixel error
KITTI2015 - 2x upscaling
/
16k
/
PSNR
KITTI2015 - 2x upscaling
/
3D Object Super-Resolution
/
PSNR
KITTI2015 - 2x upscaling
/
Image Super-Resolution
/
PSNR
KITTI2015 - 2x upscaling
/
Super-Resolution
/
PSNR
KITTI2015 - 4x upscaling
/
16k
/
PSNR
KITTI2015 - 4x upscaling
/
3D Object Super-Resolution
/
PSNR
KITTI2015 - 4x upscaling
/
Image Super-Resolution
/
PSNR
KITTI2015 - 4x upscaling
/
Super-Resolution
/
PSNR
KITTI360-EX
/
Seeing Beyond the Visible
/
Average PSNR
KITTI360pose
/
Visual Place Recognition
/
Localization Recall@1
Kitti Odometry
/
1 Image, 2*2 Stitchi
/
Absolute Trajectory Error [m]
Kitti Odometry
/
2D Semantic Segmentation
/
mAP
Kitti Odometry
/
2D Semantic Segmentation
/
mIOU
Kitti Odometry
/
3D
/
Absolute Trajectory Error [m]
Kitti Odometry
/
3D Human Pose Estimation
/
Absolute Trajectory Error [m]
Kitti Odometry
/
Pose Estimation
/
Absolute Trajectory Error [m]
Kitti Odometry
/
Scene Parsing
/
mAP
Kitti Odometry
/
Scene Parsing
/
mIOU
Kitti Odometry
/
Scene Understanding
/
mAP
Kitti Odometry
/
Scene Understanding
/
mIOU
Kitti Odometry
/
road scene understanding
/
mAP
Kitti Odometry
/
road scene understanding
/
mIOU
Kitti Raw
/
2D Semantic Segmentation
/
mAP
Kitti Raw
/
2D Semantic Segmentation
/
mIoU
Kitti Raw
/
Scene Parsing
/
mAP
Kitti Raw
/
Scene Parsing
/
mIoU
Kitti Raw
/
Scene Understanding
/
mAP
Kitti Raw
/
Scene Understanding
/
mIoU
Kitti Raw
/
road scene understanding
/
mAP
Kitti Raw
/
road scene understanding
/
mIoU
Kitti to Cityscapes
/
Domain Adaptation
/
mAP@0.5
Kitti to Cityscapes
/
Unsupervised Domain Adaptation
/
mAP@0.5