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Depth Completion
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KITTI Depth Completion
Depth Completion on KITTI Depth Completion
Metric: MAE (lower is better)
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#
Model
↕
MAE
▲
Extra Data
Paper
Date
↕
Code
1
NLSPN
199.59
No
Non-Local Spatial Propagation Network for Depth ...
2020-07-20
Code
2
NConv-CNN-L1
208
No
Confidence Propagation through CNNs for Guided S...
2018-11-05
Code
3
PENet
210.55
No
PENet: Towards Precise and Efficient Image Guide...
2021-03-01
Code
4
FusionNet (RGB_guide&certainty)
215.02
No
Sparse and noisy LiDAR completion with RGB guida...
2019-02-14
Code
5
DVMN
220.37
No
DVMN: Dense Validity Mask Network for Depth Comp...
2021-07-14
-
6
NConv-CNN-L2
233
No
Confidence Propagation through CNNs for Guided S...
2018-11-05
Code
7
Spade-RGBsD
235
No
Sparse and Dense Data with CNNs: Depth Completio...
2018-08-02
-
8
Spade-sD
248
No
Sparse and Dense Data with CNNs: Depth Completio...
2018-08-02
-
9
KBNet
256.76
No
Unsupervised Depth Completion with Calibrated Ba...
2021-08-24
Code
10
HMS-Net
258
No
HMS-Net: Hierarchical Multi-scale Sparsity-invar...
2018-08-27
-
11
ScaffNet-FusionNet
280.76
No
Learning Topology from Synthetic Data for Unsupe...
2021-06-06
Code
12
VOICED
299.41
No
Unsupervised Depth Completion from Visual Inerti...
2019-05-15
Code
13
NConv-CNN
360
No
Confidence Propagation through CNNs for Guided S...
2018-11-05
Code
14
SparseConvs
481
No
Sparsity Invariant CNNs
2017-08-22
Code