SOTAVerified

Scene Flow Estimation

Optical flow is a two-dimensional motion field in the image plane. It is the projection of the three-dimensional motion of the world. If the world is completely non-rigid, the motions of the points in the scene may all be indepen- dent of each other. One representation of the scene motion is therefore a dense three-dimensional vector field defined for every point on every surface in the scene. By analogy with optical flow, we refer to this three-dimensional motion field as scene flow.

Source: Vedula, Sundar, et al. "Three-dimensional scene flow." IEEE transactions on pattern analysis and machine intelligence 27.3 (2005): 475-480. pdf

Papers

Showing 150 of 152 papers

TitleStatusHype
MoVieS: Motion-Aware 4D Dynamic View Synthesis in One Second0
KDMOS:Knowledge Distillation for Motion SegmentationCode0
VoxelSplat: Dynamic Gaussian Splatting as an Effective Loss for Occupancy and Flow Prediction0
Estimating Scene Flow in Robot Surroundings with Distributed Miniaturized Time-of-Flight Sensors0
VoteFlow: Enforcing Local Rigidity in Self-Supervised Scene FlowCode1
Dynamic Point Maps: A Versatile Representation for Dynamic 3D Reconstruction0
Toward Scalable, Flexible Scene Flow for Point Clouds0
SemanticFlow: A Self-Supervised Framework for Joint Scene Flow Prediction and Instance Segmentation in Dynamic Environments0
TARS: Traffic-Aware Radar Scene Flow Estimation0
Floxels: Fast Unsupervised Voxel Based Scene Flow Estimation0
HiMo: High-Speed Objects Motion Compensation in Point Clouds0
MambaFlow: A Novel and Flow-guided State Space Model for Scene Flow EstimationCode1
SSF: Sparse Long-Range Scene Flow for Autonomous DrivingCode0
Zero-Shot Monocular Scene Flow Estimation in the Wild0
STORM: Spatio-Temporal Reconstruction Model for Large-Scale Outdoor ScenesCode3
FlowMamba: Learning Point Cloud Scene Flow with Global Motion Propagation0
BlinkVision: A Benchmark for Optical Flow, Scene Flow and Point Tracking Estimation using RGB Frames and Events0
FastPCI: Motion-Structure Guided Fast Point Cloud Frame InterpolationCode1
Self-Supervised Scene Flow Estimation with Point-Voxel Fusion and Surface Representation0
Neural Eulerian Scene Flow Fields0
ScaleFlow++: Robust and Accurate Estimation of 3D Motion from VideoCode1
Human Insights Driven Latent Space for Different Driving Perspectives: A Unified Encoder for Efficient Multi-Task Inference0
ScaleFlow++: Robust and Accurate Estimation of 3D Motion from VideoCode1
Flow4D: Leveraging 4D Voxel Network for LiDAR Scene Flow EstimationCode1
EgoFlowNet: Non-Rigid Scene Flow from Point Clouds with Ego-Motion Support0
RMS-FlowNet++: Efficient and Robust Multi-Scale Scene Flow Estimation for Large-Scale Point Clouds0
SeFlow: A Self-Supervised Scene Flow Method in Autonomous DrivingCode2
CMU-Flownet: Exploring Point Cloud Scene Flow Estimation in Occluded Scenario0
Let-It-Flow: Simultaneous Optimization of 3D Flow and Object ClusteringCode1
SceneTracker: Long-term Scene Flow Estimation NetworkCode2
Self-Supervised Multi-Frame Neural Scene Flow0
Fast Kernel Scene FlowCode1
DiffSF: Diffusion Models for Scene Flow EstimationCode1
SeMoLi: What Moves Together Belongs Together0
3DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labellingCode1
ICP-Flow: LiDAR Scene Flow Estimation with ICPCode2
DeFlow: Decoder of Scene Flow Network in Autonomous DrivingCode3
FedRSU: Federated Learning for Scene Flow Estimation on Roadside UnitsCode0
DirDist: A Metric for Comparing 3D Shapes Using Directional Distance FieldsCode0
OptFlow: Fast Optimization-based Scene Flow Estimation without Supervision0
DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based RefinementCode2
SSFlowNet: Semi-supervised Scene Flow Estimation On Point Clouds With Pseudo Label0
Regularizing Self-supervised 3D Scene Flows with Surface Awareness and Cyclic ConsistencyCode0
DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Diffusion ModelCode1
Self-Supervised 3D Scene Flow Estimation and Motion Prediction using Local Rigidity PriorCode1
Multi-Body Neural Scene FlowCode1
RPEFlow: Multimodal Fusion of RGB-PointCloud-Event for Joint Optical Flow and Scene Flow EstimationCode1
DELFlow: Dense Efficient Learning of Scene Flow for Large-Scale Point CloudsCode1
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
Unleash the Potential of 3D Point Cloud Modeling with A Calibrated Local Geometry-driven Distance MetricCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FastNSFEPE 3-Way0.11Unverified
2FastFlow3DEPE 3-Way0.06Unverified
3NSFPEPE 3-Way0.06Unverified
4ZeroFlow 5x XLEPE 3-Way0.05Unverified
5SeFlowEPE 3-Way0.05Unverified
6TrackFlowEPE 3-Way0.05Unverified
7DeFlowEPE 3-Way0.03Unverified
#ModelMetricClaimedVerifiedStatus
1CamLiFlow (K)1px total85.31Unverified
2RAFT-3D (F)1px total78.82Unverified
3M-FUSE (K)1px total62.49Unverified
4CamLiFlow (F)1px total50.08Unverified
5RAFT-3D (K)1px total37.26Unverified
6M-FUSE (F)1px total34.9Unverified
#ModelMetricClaimedVerifiedStatus
1Self-Mono-SFSF-all49.54Unverified
2Multi-Mono-SFSF-all44.04Unverified
3PWOC-3DSF-all15.69Unverified
4CamLiRAFTSF-all4.26Unverified
#ModelMetricClaimedVerifiedStatus
1Self-Mono-SFD1-all31.25Unverified
2Multi-Mono-SFD1-all27.33Unverified
3EPCD1-all26.81Unverified
4EPC++D1-all23.84Unverified