Depth Completion On Kitti Depth Completion

Metrics

MAE

RMSE

Runtime [ms]

Results

Performance results of various models on this benchmark

				Paper Title
SparseConvs	481	1601	10	Sparsity Invariant CNNs
NConv-CNN	360	1268	10	Confidence Propagation through CNNs for Guided Sparse Depth Regression
VOICED	299.41	1169.97	20	Unsupervised Depth Completion from Visual Inertial Odometry
ScaffNet-FusionNet	280.76	1121.93	-	Learning Topology from Synthetic Data for Unsupervised Depth Completion
KBNet	256.76	1069.47	16	Unsupervised Depth Completion with Calibrated Backprojection Layers
Spade-sD	248	1035	40	Sparse and Dense Data with CNNs: Depth Completion and Semantic Segmentation
HMS-Net	258	937	-	HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion
Spade-RGBsD	235	918	70	Sparse and Dense Data with CNNs: Depth Completion and Semantic Segmentation
NConv-CNN-L1	208	859	20	Confidence Propagation through CNNs for Guided Sparse Depth Regression
NConv-CNN-L2	233	830	20	Confidence Propagation through CNNs for Guided Sparse Depth Regression
DVMN	220.37	776.31	-	DVMN: Dense Validity Mask Network for Depth Completion
FusionNet (RGB_guide&certainty)	215.02	772.87	20	Sparse and noisy LiDAR completion with RGB guidance and uncertainty
NLSPN	199.59	741.68	220	Non-Local Spatial Propagation Network for Depth Completion
PENet	210.55	730.08	32	PENet: Towards Precise and Efficient Image Guided Depth Completion
RigNet	-	713.44	-	RigNet: Repetitive Image Guided Network for Depth Completion
SemAttNet	-	709.41	-	SemAttNet: Towards Attention-based Semantic Aware Guided Depth Completion

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Depth Completion On Kitti Depth Completion

Metrics

MAE

RMSE

Runtime [ms]

Results

Performance results of various models on this benchmark

				Paper Title
SparseConvs	481	1601	10	Sparsity Invariant CNNs
NConv-CNN	360	1268	10	Confidence Propagation through CNNs for Guided Sparse Depth Regression
VOICED	299.41	1169.97	20	Unsupervised Depth Completion from Visual Inertial Odometry
ScaffNet-FusionNet	280.76	1121.93	-	Learning Topology from Synthetic Data for Unsupervised Depth Completion
KBNet	256.76	1069.47	16	Unsupervised Depth Completion with Calibrated Backprojection Layers
Spade-sD	248	1035	40	Sparse and Dense Data with CNNs: Depth Completion and Semantic Segmentation
HMS-Net	258	937	-	HMS-Net: Hierarchical Multi-scale Sparsity-invariant Network for Sparse Depth Completion
Spade-RGBsD	235	918	70	Sparse and Dense Data with CNNs: Depth Completion and Semantic Segmentation
NConv-CNN-L1	208	859	20	Confidence Propagation through CNNs for Guided Sparse Depth Regression
NConv-CNN-L2	233	830	20	Confidence Propagation through CNNs for Guided Sparse Depth Regression
DVMN	220.37	776.31	-	DVMN: Dense Validity Mask Network for Depth Completion
FusionNet (RGB_guide&certainty)	215.02	772.87	20	Sparse and noisy LiDAR completion with RGB guidance and uncertainty
NLSPN	199.59	741.68	220	Non-Local Spatial Propagation Network for Depth Completion
PENet	210.55	730.08	32	PENet: Towards Precise and Efficient Image Guided Depth Completion
RigNet	-	713.44	-	RigNet: Repetitive Image Guided Network for Depth Completion
SemAttNet	-	709.41	-	SemAttNet: Towards Attention-based Semantic Aware Guided Depth Completion

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Depth Completion On Kitti Depth Completion | SOTA | HyperAI