SOTAVerified

Depth Completion

The Depth Completion task is a sub-problem of depth estimation. In the sparse-to-dense depth completion problem, one wants to infer the dense depth map of a 3-D scene given an RGB image and its corresponding sparse reconstruction in the form of a sparse depth map obtained either from computational methods such as SfM (Strcuture-from-Motion) or active sensors such as lidar or structured light sensors.

Source: LiStereo: Generate Dense Depth Maps from LIDAR and Stereo Imagery , Unsupervised Depth Completion from Visual Inertial Odometry

Papers

Showing 125 of 242 papers

TitleStatusHype
PacGDC: Label-Efficient Generalizable Depth Completion with Projection Ambiguity and ConsistencyCode1
DidSee: Diffusion-Based Depth Completion for Material-Agnostic Robotic Perception and Manipulation0
DCIRNet: Depth Completion with Iterative Refinement for Dexterous Grasping of Transparent and Reflective Objects0
SR3D: Unleashing Single-view 3D Reconstruction for Transparent and Specular Object Grasping0
HTMNet: A Hybrid Network with Transformer-Mamba Bottleneck Multimodal Fusion for Transparent and Reflective Objects Depth Completion0
BadDepth: Backdoor Attacks Against Monocular Depth Estimation in the Physical World0
Event-Driven Dynamic Scene Depth Completion0
Depth Anything with Any Prior0
All-day Depth Completion via Thermal-LiDAR Fusion0
WonderTurbo: Generating Interactive 3D World in 0.72 Seconds0
DEPTHOR: Depth Enhancement from a Practical Light-Weight dToF Sensor and RGB ImageCode1
DenseFormer: Learning Dense Depth Map from Sparse Depth and Image via Conditional Diffusion Model0
Vanishing Depth: A Depth Adapter with Positional Depth Encoding for Generalized Image EncodersCode0
Pow3R: Empowering Unconstrained 3D Reconstruction with Camera and Scene Priors0
GAA-TSO: Geometry-Aware Assisted Depth Completion for Transparent and Specular Objects0
ProtoDepth: Unsupervised Continual Depth Completion with Prototypes0
SVDC: Consistent Direct Time-of-Flight Video Depth Completion with Frequency Selective FusionCode1
TranSplat: Surface Embedding-guided 3D Gaussian Splatting for Transparent Object ManipulationCode1
Learning Inverse Laplacian Pyramid for Progressive Depth Completion0
GAC-Net_Geometric and attention-based Network for Depth Completion0
ViKIENet: Towards Efficient 3D Object Detection with Virtual Key Instance Enhanced Network0
Distilling Monocular Foundation Model for Fine-grained Depth Completion0
Completion as Enhancement: A Degradation-Aware Selective Image Guided Network for Depth Completion0
DepthLab: From Partial to Complete0
TDCNet: Transparent Objects Depth Completion with CNN-Transformer Dual-Branch Parallel NetworkCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SparseConvsRMSE1,601Unverified
2NConv-CNNRMSE1,268Unverified
3VOICEDRMSE1,169.97Unverified
4ScaffNet-FusionNetRMSE1,121.93Unverified
5KBNetRMSE1,069.47Unverified
6Spade-sDRMSE1,035Unverified
7HMS-NetRMSE937Unverified
8Spade-RGBsDRMSE918Unverified
9NConv-CNN-L1RMSE859Unverified
10NConv-CNN-L2RMSE830Unverified
#ModelMetricClaimedVerifiedStatus
1SS-S2DMAE178.85Unverified
2DDPMAE151.86Unverified
3VOICEDMAE85.05Unverified
4ScaffNet-FusionNetMAE59.53Unverified
5KBNetMAE39.8Unverified
6NLSPNMAE26.74Unverified
#ModelMetricClaimedVerifiedStatus
1Struct-MDCRMSE0.14Unverified
2DSNRMSE0.1Unverified
3NLSPNRMSE0.09Unverified
#ModelMetricClaimedVerifiedStatus
1SA+SSIM+BCRMSE1.09Unverified
2DM-LRN-b4RMSE1Unverified
#ModelMetricClaimedVerifiedStatus
1FusionDepthRMSE1,193.92Unverified
#ModelMetricClaimedVerifiedStatus
1CFCNetRMSE 2.96Unverified
#ModelMetricClaimedVerifiedStatus
1DSNREL0.02Unverified
#ModelMetricClaimedVerifiedStatus
1Struct-MDCMAE1,170.3Unverified
#ModelMetricClaimedVerifiedStatus
1Struct-MDCMAE111.33Unverified